UNCTAD SDG Pulse 2025 / UNCTAD SDG Pulse 2025 provides an update on the evolution of a selection of official SDG indicators and complementary data and statistics about the 2030 Agenda and the SDGs. Fri, 27 Jun 2025 09:05:59 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.3 /wp-content/uploads/2019/01/cropped-apple-touch-icon-32x32.png UNCTAD SDG Pulse 2025 / 32 32 Trade in critical minerals shapes energy transition, digital transformation and industrial development worldwide /critical-minerals/ Tue, 06 May 2025 13:44:18 +0000 /?p=12815

Rethinking the role of critical minerals for development

The global shift toward a low-carbon economy has intensified the demand for critical minerals, placing resource-rich developing countries at the centre of a new geopolitical and economic landscape. In this context, UNCTAD plays a role from the development perspective by promoting fair, inclusive and sustainable trade in critical minerals. UNCTAD also co-led the Secretariat of the United Nations Secretary-General’s Panel on Critical Energy Transition Minerals -—
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, which focused on how to guide critical energy transition minerals towards equity and justice.

The UN Panel defines critical energy transition minerals as minerals necessary to construct, produce, distribute and store renewable energy, including copper, cobalt, nickel, lithium, graphite, REEs and aluminum required for electric vehicles and battery storage; and silicon, cadmium, tellurium and selenium (among others) that build solar panels. Wind and hydropower, for instance, require copper and chromium, zinc and aluminium -—
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.

Energy transition offers developing economies a major opportunity to boost development by moving up the critical minerals value chain.
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highlights the urgent need for resource-rich regions to move beyond exporting raw minerals to increasing the economic value of their mineral resources. Foreign direct investment plays a key role in supporting this transition by helping resource-rich countries build local refining and processing capacities and move up the mineral value chain. The Africa Green Minerals Strategy highlights that the continent holds a substantial share of global reserves of minerals essential for the energy transition, including over 50% of global cobalt, 40% of manganese and significant deposits of lithium, REEs and PGM -—
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. The Democratic Republic of Congo illustrates this potential: by processing its cobalt locally, the country nearly tripled its export value, with $6 billion cobalt exports in 2022, compared to $167 million from previously unprocessed cobalt -—
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. In Latin America and the Caribbean, a major supplier of lithium and copper, the challenge is to shift away from enclave-style extraction that is economically isolated toward integrating extraction into national, higher value-added industrial activities.

At COP29, UNCTAD outlined four strategic priorities to address a $225 billion investment gap in mining projects across developing economies: investment in infrastructure, fairer trade rules, transparent governance and knowledge sharing -—
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, aligning with the UN Panel’s principles on equitable benefit-sharing.

At the international investment policy level, a number of recent IIAs include specific provisions facilitating and promoting investment in energy and raw materials. These provisions aim to improve the investment environment and remove ground-level obstacles for investors’ activities. Certain recent IIAs for instance provide for the transparency and simplification of procedures for investment in raw materials (see e.g. the European Union-New Zealand FTA -—
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). When aligned with countries’ national critical minerals strategies, IIAs can support industrial and investment policy objectives for strategic mineral resources. At the same time, IIAs composed of thousands of agreements may limit space to regulate critical minerals’ extraction and exploitation and raise the risk of costly investor-state disputes. For example, at least five cases in 2024 involved the mining of critical minerals, such as copper -—
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, lithium -—
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, titanium potentially contained in heavy mineral sands deposits -—
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, and zinc -—
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This SDG Pulse In-Focus provides data-driven analysis of trade and production of critical minerals and proposes UNCTAD’s list of critical minerals. This work builds on the UN Panel’s definition adding to it a review of minerals strategic for developing economies, mapping existing classifications of critical minerals, and offering statistical analysis of what makes minerals critical for both developed and developing economies.

Toward a comprehensive list of critical minerals for trade and development

UNCTAD considers minerals1 critical not only by their global importance and supply risks but by their relevance for trade and development, reflecting the priorities of developing economies. A mineral is considered critical if it supports structural transformation, energy and digital transitions, or industrial upgrading, while it might also pose supply risks, or offer trade opportunities.

UNCTAD’s 60 critical minerals guide developing economies to leverage trade and growth opportunities in the energy transition.

This list of 60 critical minerals mapped to 499 harmonized system (HS) codes can inform the analysis of global trade in minerals and support SDG-aligned national strategies. The data enables analysis of trade dependence, export restrictions, production concentration and value-added potential. While the current list focuses on raw and semi-processed minerals and metals, it could be further expanded in the future to enable the analysis of processed critical minerals and their role in circular economy and global value chains (see the full list in annex 2.). All subsequent analysis draws on this UNCTAD list and its categorization.

Figure 1. UNCTAD’s list of critical minerals by role in energy transition and other areas Figure 1. UNCTAD’s list of critical minerals by role in energy transition and other areas

As part of this approach, minerals were grouped by their relevance to the energy transition into three categories: those required for the transition (27) (e.g., cobalt, copper, lithium, REEs), relevant to it (10) (e.g., iron ore and steel, palladium, zirconium), and other critical minerals (23) (e.g., gold, gypsum, lead, silver). This distinction helps highlight which materials are under increasing geopolitical and economic scrutiny due to their strategic importance in clean energy technologies. Indeed, this supports targeted analysis of materials essential to technologies like electric vehicles, solar panels and hydrogen systems. Critical status was then assessed using two key indicators, Revealed Comparative Advantage and Trade Concentration Index (for both exports and imports), to classify minerals into high, moderate, or low criticality. See annex 1. for the full list of methodological steps.

Trade in critical minerals reached $2.5 trillion in 2023, with Asia emerging as the world’s largest importing market

In 2023, global trade in raw and semi-processed minerals reached approximately $2.57 trillion in imports and $2.52 trillion in exports. This trade segment represented over 10% of total global exports, highlighting its critical role in the international economy.

Regionally, Asia emerged as the largest market for critical minerals, accounting for $1.5 trillion in imports, more than half of the global total—while exporting only $825 billion, with China accounting for roughly 40 per cent of imports in the Asia region. This substantial trade deficit of around $680 billion underscores Asia's role as the primary global hub for processing and manufacturing activities that relies heavily on critical mineral inputs.

Asia imports over half the world’s critical minerals, while Africa and Oceania emerge as critical mineral suppliers.

In contrast, Africa, the Americas and Oceania recorded significant trade surpluses, indicating their dominant roles as suppliers of critical minerals. Africa exported nearly $266 billion reflecting a share of 10.6% of world trade, while importing only $68 billion, and Oceania, despite relatively low import volumes, exported over $239 billion. The Americas also showed strong export performance, with a surplus of nearly $194 billion. Europe maintained a more balanced trade profile, with exports slightly exceeding imports. These patterns highlight the global supply chain structure, where mineral-rich regions provide essential inputs for the energy transition, while industrialized and manufacturing-heavy regions, particularly Asia, drive demand. These trade patterns also reflect underlying investment trends in extraction and processing, which shape the geography of mineral value chains.

Figure 2. Asia imports over half the world’s critical minerals, while Africa and Oceania emerge as critical mineral suppliers Figure 2. Asia imports over half the world’s critical minerals, while Africa and Oceania emerge as critical mineral suppliers
Total value exports and imports of raw and semi-processed critical minerals, by region, in billions of dollars, 2005-2023

Source: UNCTAD calculations based on UN Comtrade Database -—
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Minerals required for energy transition drive $773 billion in exports – one third of the total exports of critical minerals

In 2023, global exports of critical minerals required for energy transition amounted to $773 billion (31% of global exports of critical minerals), $674 billion (27%) for minerals relevant to energy transition, and $1,078 billion (43%) for all other critical minerals.

In 2023, minerals required for energy transition accounted for over 40% of total critical mineral exports, reaching $773 billion globally.

Critical mineral exports grew significantly from 2005 to 2023 across all regions, with Asia and Europe leading in total values. Asia shows the most significant and sustained increase, driven largely by exports of other critical minerals and those relevant to energy transition. The Americas display fluctuating trends among the three segments of critical minerals, with strong overall growth, while Africa records steady growth with a gradual rise in energy-transition-related minerals. Oceania, though starting from a lower base, shows consistent increased and a balanced export mix. Overall, the data reflects increasing global supply for critical minerals, especially for clean energy minerals, such as cobalt, copper, lithium, nickel and REEs.

Figure 3. Exports of energy transition minerals increased until 2022, most in Asia and Europe Figure 3. Exports of energy transition minerals increased until 2022, most in Asia and Europe
Regional exports of raw and semi-processed critical minerals in value, by category of energy-transition-related minerals, in billions of dollars

Source: UNCTAD calculations based on UN Comtrade Database -—
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Data show deep bilateral dependencies in critical minerals’ trade

Australia and China are each other's largest minerals trading partners with $95 billion of bilateral trade in 2023.

In 2023, global trade in critical minerals revealed deep bilateral dependencies. Australia emerged as the top exporter by trade value, with over $231 billion in critical mineral exports, primarily to China, Japan and India. Other major exporters included the United States and China. Notable trade corridors included Australia–China ($95 billion), Hong Kong–China ($43 billion) and Canada–United States ($41 billion). Several bilateral flows exceeded $10 billion, including those between the Democratic Republic of Congo and China, the United Arab Emirates and India, and Brazil and China, underscoring Asia’s central role as a demand hub. These patterns highlight the strategic concentration of mineral supply chains.

Map 1. Bilateral flows reveal key trade corridors for critical minerals in Asia and Northern America
Trade values in millions of dollars, 2023

Source: UNCTAD calculations based on UN Comtrade Database -—
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Battery and electric vehicle manufacturing affect the top traded minerals globally

Copper, aluminium and nickel are the top traded critical minerals essential for energy transition, together with other energy-relevant minerals, such as iron ore and steel, sulphur and potassium.

Africa emerged as the breakout performer in copper, nearly doubling exports (+98.2% to $44 billion) to meet surging demand for electrical infrastructure and electric vehicles. The continent also led nickel growth with a remarkable 122.8% surge, while Asia's nickel exports more than doubled (+107.5% to $15 billion), fuelled by battery manufacturing needs.

Key minerals, such as iron ore/steel and copper, have seen the largest trade growth of all non-gold minerals since 2019.

Iron ore maintained its position as an important industrial mineral, with Asia's exports growing 52.8% to $192 billion – underscoring ongoing steel demand. Oceania's iron ore shipments grew steadily (+33.7% to $94 billion), although outpaced by its metallurgical coal expansion.

Energy transition needs are significantly reshaping trade flows of critical minerals as reflected by the top 10 globally exported minerals, with regions rich in critical metals gaining strategic economic leverage.

Figure 4. Exports of minerals needed for energy and digital transitions significantly up from 2019 Figure 4. Exports of minerals needed for energy and digital transitions significantly up from 2019
Top 10 globally exported minerals by region, in billions of dollars, 2019 and 2023

Source: UNCTAD calculations based on UN Comtrade Database -—
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Note: The top 10 exported minerals were identified based on total global export values in 2019-2023.
Gold exports from Europe largely reflect refined gold and may include significant volumes of re-exports and re-imports.

Top mineral producers aren’t always the top exporters

Critical mineral production and trade patterns reveal untapped opportunities for value addition and economic diversification in resource-rich developing economies.

Data reveal striking patterns of concentration in the production of critical minerals: China leads in aluminium and REEs, while the Democratic Republic of Congo dominates cobalt. Australia is the top producer of lithium, and Chile remains the foremost copper producer. However, production statistics are not mapped to HS codes, which are used in trade reporting. This disconnect makes it difficult to directly compare raw production with export volumes. Complementary investment data - particularly from project- and firm-level databases - can help fill this gap by identifying where production and processing facilities are being established by multinational firms -—
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. Still, a compelling narrative emerges; for instance, China, while being the top producer of several minerals, is not always the top exporter. This suggests high domestic consumption or value-added processing, where raw materials are transformed into intermediate or final products before being exported. Similarly, South Africa, which accounts for over 80% of global platinum and other PMG production, exports less raw material than expected, as much of it is refined domestically before entering global markets. These dynamics underscore the importance of looking beyond extraction to understand the full picture of mineral flows and economic strategy and of developing a full list that identifies final goods that depend on critical minerals.

Figure 5. Explore the top 5 mineral producers, by mineral Figure 5. Explore the top 5 mineral producers, by mineral
Mineral production for top five producers (2021-2023 average) and the Rest of the World, share
Select a mineral:

Source: UNCTAD calculations based on World Mining Data -—
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Note: The top 5 producing economies were identified based on total production values in 2023. The production data for minerals is not directly comparable with the UNCTAD list of critical minerals due to differences in classification systems between production statistics and trade data. While trade data is categorized using HS codes, production data is based on mineral outputs that are not always mapped one-to-one with HS-coded traded products. Although efforts were made to align the two datasets, discrepancies remain, as some minerals reported in production statistics may not correspond exactly to those captured in trade flows. Therefore, caution is needed when interpreting which minerals are produced and traded, and when comparing both series.

Trade in critical minerals highly regionally specialized

Critical mineral trade is deeply localized: Africa, South America and Oceania lead in exports,Asia and Europe rely on imports.

Figure 6 shows that Africa emerges as a dominant net exporter of critical minerals such as cobalt, manganese and platinum, reflecting its rich geological endowment and growing role in global supply chains. However, it remains reliant on imports for minerals like boron and arsenic (the latter being important for gold processing), largely due to limited domestic production capacity. Oceania, particularly Australia, plays a pivotal role as a global supplier of iron ore, nickel and zinc, yet depends on external sources for potassium and fluorspar. Asia, driven by its vast industrial base, mainly in China, faces substantial trade deficits in cobalt, manganese and chromium, although it maintains a competitive edge in the export of REEs and graphite. Europe presents a mixed profile: while it shows net surpluses in refined gold, palladium and other PMG, these are primarily the result of its advanced refining infrastructure (especially for gold) rather than raw material extraction. At the same time, Europe remains a net importer of manganese, zirconium and graphite. The Americas maintain a relatively balanced trade position, with strong exports of lithium, copper and zinc, but continue to import chromium and manganese to meet industrial demand.

Figure 6. Trade surpluses and deficits across regions underscore global interdependence in critical mineral supply Figure 6. Trade surpluses and deficits across regions underscore global interdependence in critical mineral supply
(Normalized net trade in minerals balance, by continent, 2023)

Source: UNCTAD calculations based on UN Comtrade Database -—
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Note: Net mineral trade balance values is calculated according to the following formula: (X_{ji} - M_{ji})/(X_{ji} + M_{ji}) where i refers to specific Mineral (or its commodity composition), j … economy (or group of economies), X_{ji} … economy’s j exports of specific mineral commodity/mineral category i to World M_{ji} … economy’s j imports of specific mineral commodity/mineral commodity category i from World. Net mineral trade balance values range between -1 and 1. The positive value indicates that an economy has net exports or surplus. The negative values mean a deficit, indicating that the economy imports more than it exports.

Export restrictions shape critical minerals’ trade

Upward trend of export restrictions on energy-related minerals.

Export restrictions can generate supply uncertainties and influence global prices, as well as investment decisions. The data show a clear pattern: minerals required for energy transition—such as copper, zinc, germanium and others, tin and nickel—face a significantly higher and growing number of export restrictions compared to other traded critical minerals. This trend reflects rising geopolitical sensitivities and growing domestic value-chain ambitions in producing countries. In contrast, minerals not directly linked to new energy technologies generally experience fewer trade restrictions. The heatmap below highlights how critical minerals are subjected to export restrictions, which may affect supply security for energy transition worldwide.

Figure 7. Rising restrictions on exports of critical minerals could disrupt energy transition Figure 7. Rising restrictions on exports of critical minerals could disrupt energy transition
Total number of export restrictions, by mineral, 2019-2023

Source: UNCTAD calculations based on -—
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Note: Total number of export restrictions corresponds to aggregated policy measures including export taxes, quotas, licensing requirements, export bans, minimum export prices, VAT rebate reductions and other administrative controls -—
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. The radiant color indicates the intensity of export restrictions. The number of critical minerals shown in this figure differs from those used in the trade analysis. The database includes only minerals identified as critical raw materials by -—
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and for which data is available under HS 6-digit codes (HS07 classification).

When examining critical minerals essential for the energy transition, the highest number of export restrictions between 2019 and 2023 were imposed by countries such as Democratic Republic of Congo, Mongolia, India, Burundi and Zambia. These restrictions primarily target key minerals including copper (notably in Democratic Republic of Congo, Mongolia, Zambia and Argentina), molybdenum (Mongolia), and a group of high-tech or strategic minerals such as gallium, germanium, indium, niobium, tantalum and vanadium (notably in Burundi and Ethiopia). Zinc has also been subject to restrictions, particularly in India, Burundi and Ethiopia.

Figure 8. Countries like Democratic Republic of Congo, Mongolia and India account for most export restrictions on energy-transition minerals Figure 8. Countries like Democratic Republic of Congo, Mongolia and India account for most export restrictions on energy-transition minerals
Number of export restrictions by country for critical minerals required for energy transition, average over 2019-2023

Source: UNCTAD calculations based on -—
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Note: This chart displays the average number of export restrictions by country from 2019 to 2023, focusing on countries with the highest levels of restrictions. Each country has its top two most frequently restricted minerals highlighted in distinct colours. All the rest of the minerals are marked in grey. The number of critical minerals shown in this figure differs from those used in the trade analysis. The database includes only minerals identified as critical raw materials by -—
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and for which data is available under HS 6-digit codes (HS07 classification).

Critical minerals are exposed to high illicit financial flow risks

UNCTAD, as a co-custodian of SDG indicator 16.4.1 on illicit financial flows with UNODC, has supported pilot studies in several developing economies revealing that minerals such as gold, copper and cobalt are particularly vulnerable to trade misinvoicing (over-invoicing and under-invoicing) and profit shifting. The country pilots show that trade-related illicit financial flows may vary between 5 to 30% of official goods trade value, and high risks related to the trade of raw minerals, like gold, manganese, copper and uranium. Some countries revealed significant under-invoicing for certain critical minerals, such as copper or cobalt and in others, the financing loss due to illicit financial flows equals twice their education budget, or five times what they spend on health2.

In Namibia, early estimates of illicit financial flows from trade misinvoicing indicate a level of more than 8% of GDP in 2022, with high risks emerging from trade of copper, uranium and other high-value exports. Zambia’s analysis flagged discrepancies in copper and cobalt exports, pointing to potential revenue losses.

Illicit financial flows in critical mineral trade risk undermining development gains.

These findings underscore a critical dimension of mineral governance: illicit financial flows can undermine the very development gains that critical minerals are meant to support. As countries seek to leverage their mineral wealth for structural transformation, energy transition and industrial upgrading, illicit financial flows from trade misinvoicing and profit shifting, pose a direct threat to revenue mobilization and value retention. Addressing these risks requires robust, disaggregated and timely data to identify risks and target action as well as an enabling political environment. Data enables governments to detect vulnerabilities and design targeted interventions on high-risk areas, such as particular sources of illicit financial flows, their destinations, types and channels.

Preventing, detecting and combating criminal activities related to critical minerals is crucial, including to limit organized crime and corruption, illicit financial flows, illegal mining and conflicts of interest which can lead to lost resources, environmental damage, fuel political instability and create social unrest. The UN Panel on Critical Energy Transition Minerals recommended launching “a multi-stakeholder expert process to develop a global traceability, transparency and accountability framework along the entire mineral value chain – from mining to recycling” -—
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. Strengthening inter-agency coordination, adopting global reporting standards and institutionalizing regular assessments of illicit financial flows can help ensure that critical minerals truly contribute to sustainable and inclusive development.

How critical are these minerals for different countries and regions?

A mineral’s criticality depends on regional and national context—spanning supply security, market leverage and untapped potential.

It is possible to analyse how critical minerals are for certain countries or regions using a criteria-based approach. This can be done by analysing : (1) supply risk, captured through an import concentration index, which reflects dependency on a limited number of suppliers; (2) trade opportunity or market dominance, assessed via export concentration, indicating a region’s potential leverage or vulnerability in global markets; and (3) strategic positioning, measured through Revealed Comparative Advantage3 to identify minerals where a region holds a relative trade strength. For example, a mineral with high supply risk in Europe may be a trade opportunity for Africa, or vice versa (see table 1).

Table 1. Highly critical minerals in Europe are often less critical for Africa and vice versa Table 1. Highly critical minerals in Europe are often less critical for Africa and vice versa
Low, medium and highly critical minerals for Africa and Europe
MineralsCriticality status
AfricaEurope
AluminiumLowModerate
BentoniteHighLow
CopperLowHigh
DiatomiteLowModerate
FluorsparLowHigh
GarnetLowHigh
GoldLowModerate
GraphiteModerateHigh
GypsumLowHigh
KaolinHighLow
NickelLowModerate
PerliteLowHigh
PhosphatesLowHigh
SiliconHighModerate
SodiumLowModerate
StrontiumHighModerate
ZincLowModerate

Source: UNCTAD calculations based on UN Comtrade Database -—
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Note: Only minerals with divergent criticality classifications between Africa and Europe are shown. Minerals with identical status in both regions are excluded.

For instance, copper and phosphates are of low criticality in Africa due to abundant reserves and production capacity, yet they are highly critical in Europe, where supply is constrained. Conversely, kaolin is highly critical in Africa, while Europe maintains a more stable supply. Countries such as Nigeria, Ghana and South Africa hold significant kaolin deposits, often underutilized, but with strong potential for industrial development -—
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Minerals like graphite and nickel show moderate to high criticality across Africa and Europe, underscoring their growing importance in energy transitions. Notably, aluminium is marked as low in Africa due to bauxite abundance, but this overlooks the continent’s limited refining infrastructure, which constrains value addition, suggesting a potentially higher strategic relevance. Finally, it is important to assess the role of critical minerals in a flexible and context-specific way to correctly inform policy and investment strategies also in developing regions.

Global supply of critical minerals increasingly dependent on fewer exporters

In 2023, exports of cobalt, chromium, thallium and lithium were the most concentrated globally.

Between 2019 and 2023, the export concentration index reveals a sharp rise for minerals such as cobalt, chromium, lithium and graphite, suggesting that global supply has become increasingly dependent on fewer exporters. This trend is particularly noticeable for graphite and lithium, which are essential for energy storage and battery technologies. Conversely, minerals like perlite, cerium and zirconium have seen a decline in concentration, indicating a more diversified and potentially resilient supply landscape.

Figure 9. Battery minerals like lithium and cobalt faced rising supply chain concentration Figure 9. Battery minerals like lithium and cobalt faced rising supply chain concentration
Export market concentration index, 2019 and 2023

Source: UNCTAD calculations based on UN Comtrade Database -—
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Note: The concentration index of exports ranges from zero to one, with a larger value indicating a higher concentration in the export market. For example, a value of HHI equal to zero indicates that all countries in the world export an equal share of product i, while a value of one means that a single country is responsible for all exports of product i. This index measures, for each product, the degree of export market concentration by country of destination. It tells us if a large share of commodity exports is bought by a small number of countries or, on the contrary, if the exports are well distributed among many countries -—
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. The evolution of the index through time can also give important indications about the changing pattern of a product’s consumption.

Based on production and market concentration (figure 10), the most strategically vulnerable minerals—those in the top-right quadrant—include cobalt, beryllium, graphite and magnesium. Those are characterized by high concentration, and thus a heavy reliance on a small number of countries for both supply and demand. In contrast, minerals like copper, gold, sulphur and tin (the bottom-left quadrant) are widely produced and traded, suggesting a more stable and competitive market environment.

Minerals in the upper-left quadrant are produced by a few countries but exported to a wide range of markets. Producers such as Australia and Brazil for iron ore, China for aluminium, and Brazil and China for gallium, germanium, indium, niobium, tantalum and vanadium have a strategic opportunity to expand processing capacity, deepen industrial linkages, and strengthen their role in global supply chains. As countries accelerate the shift to low-carbon technologies and digital infrastructure, ensuring resilient and diversified mineral supply chains becomes increasingly critical.

Figure 10. Market and production concentration increases risks in global supply of minerals Figure 10. Market and production concentration increases risks in global supply of minerals
Production concentration index, export market concentration index, and global export values in billions of dollars, averages for 2019-2023

Source: UNCTAD calculations based on UN Comtrade, UNCTADstat and World Mining Data -—
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Note: The x-axis shows the export market concentration index, and the y-axis shows the production concentration index, both measured using the normalized Herfindahl-Hirschman Index (HHI), ranging from 0 (diversified) to 1 (highly concentrated). Values above 0.25 indicate high concentration -—
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. Bubble size represents the global export value of each mineral in billions of dollars, highlighting its economic weight. All values (indices and export values) are calculated as averages for the period 2019–2023. The production data for minerals is not directly comparable with the UNCTAD list of critical minerals due to differences in classification systems between production statistics and trade data. While trade data is categorized using HS codes, production data is based on mineral outputs that are not always mapped one-to-one with HS-coded traded products. Although efforts were made to align the two datasets, discrepancies remain, as some minerals reported in production statistics may not correspond exactly to those captured in trade flows. Therefore, caution is needed when interpreting which minerals are produced and traded, and when comparing both series.

Mapping of classifications and lists for assessing critical minerals

UNCTAD has developed a comprehensive list of raw and semi-processed critical minerals by mapping and analysing the classification approaches used by leading international and regional institutions, as well as reviewing national and regional assessments. The mapping includes the IEA’s demand-driven approach focused on clean energy technologies, the EU’s broad industrial and sustainability-oriented framework, the USGS’s national security lens, and the WTO-ADB’s trade-based classification. It also incorporates insights from the OECD’s governance and trade monitoring tools, the World Bank’s demand trajectory analysis, ESCWA’s development-focused regional perspective, as well as the AU’s agenda for structural transformation and climate resilience. By comparing how different institutions define and classify critical minerals, UNCTAD identifies areas of convergence and divergence. This makes it easier to see which minerals are consistently considered critical and which are particularly important for structural transformation in developing economies. The comparison also lays the groundwork for a more consistent basis for monitoring trade and production, while keeping development priorities at the centre.

Table 2. Mapping of institutional approaches to critical minerals Table 2. Mapping of institutional approaches to critical minerals
OrganizationDefinition / ApproachKey CriteriaList StatusFocus AreaDistinctive Features
AUDevelopment-focused approach to leverage mineral wealth for local industrialization and climate resilience.Resource endowment, job creation, value chain localization, sustainabilityEmerging list (prioritizes cobalt, lithium, graphite, rare earths)African mineral-producing economies, just energy transitionEmphasizes local beneficiation, inclusive development and environmental safeguards. Aligns with AU Agenda 2063 and the SDGs, prioritizing minerals critical to Africa’s climate resilience and industrialization.
ESCWARegional framework linking mineral use to development opportunities and industrial capacity.Local value addition, institutional capacity, energy transition roleRegional list (14 minerals)Arab countries' industrial development and energy transitionReframes criticality around strategic potential. Prioritizes domestic processing, job creation and equity in mineral value chains.
EUBased on economic importance and supply risk. Extended by foresight on strategic technologies under the Green Deal.Industrial demand, supply disruption risks, strategic autonomyFixed list (34 raw materials, 2023 CRM update)Clean energy, green and digital transitions, strategic industriesApplies multi-sectoral lens. Integrates future demand projections and sustainability factors, including environmental and social dimensions
IEADemand-driven methodology with no fixed list. Minerals are assessed based on their relevance to energy transition technologies.Supply risk and economic importance to clean energy systemsDynamic (26 core minerals analysed regularly)Clean energy technologies (solar, wind, EVs, etc.)Classifies minerals along a continuum of criticality. Uses tools like the Critical Minerals Data Explorer to assess 37 minerals under multiple scenarios.
OECDNo formal list or definition. Provides governance tools and transparency indicators.Export restrictions, policy risk, supply chain governanceNot applicableTrade regulation, responsible sourcing, global risk exposureTracks export restrictions on 65 raw materials. Offers Due Diligence Guidance on conflict minerals. Focuses on long-term structural risks and supply governance.
USGSLegal definition from the U.S. Energy Act of 2020. Assessment based on strategic importance and vulnerability to disruption.Supply risk, economic importance, U.S. import relianceFixed list (50 critical minerals, reviewed periodically)Economic security, defense, energy and high-tech sectorsCombines quantitative indicators (e.g., production share, import dependence) with expert judgement. Excludes widely available commodities like copper and aluminium.
World BankDemand-driven framework based on projected mineral intensity across clean energy technologies.Projected demand growth, cross-technology relevanceNo list; 4 categories based on expected impactMineral needs for solar, wind, storage, etc.Classifies minerals by sectoral importance: high-impact, medium-impact, cross-cutting. Focuses on forward-looking demand under climate scenarios.
WTO – ADBTrade-based mapping of mineral-related products using existing national and international lists.Trade exposure and value chain positioningNo harmonized list; about 250 HS-coded products (raw, intermediate, finished)Global trade in energy transition materialsFocuses on trade flows and product stages, not criticality per se. Valuable for understanding supply chain stages and export composition.

Sources: UNCTAD mapping based on -—
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Bringing a developing economy perspective to critical minerals

Emerging academic research emphasizes that mineral criticality is context-dependent, shaped by national priorities, capacities and development goals rather than being an inherent or fixed property. Most existing frameworks reflect the perspectives of high-income importing countries, focusing on supply risks and economic importance -—
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. In contrast, mineral-exporting developing economies, such as the Democratic Republic of the Congo (cobalt), Indonesia (nickel), Chile (copper and lithium), and Brazil (niobium and REEs), tend to prioritize domestic industrial development, environmental governance and trade leverage.

For instance, Indonesia restricts exports of unprocessed nickel to boost local processing and manufacturing, while Chile is developing public-private partnerships to manage its lithium industry more effectively. These cases highlight the need for frameworks that consider a country’s ability to move up the value chain, through processing or advanced manufacturing, and its institutional capacity to compete in global markets.

Critical minerals must be defined by development priorities—not just global demand—to empower resource-rich economies to capture value, build industries and achieve equitable growth.

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propose a dynamic framework that integrates global supply-demand factors with national capacities in extraction, processing and governance. Rather than relying on a fixed mineral list, they prioritize minerals central to the green transition—such as lithium, cobalt and REEs—allowing for flexible classification informed by country-specific contexts which could also be more suited for emerging and resource-rich economies. These frameworks advocate aligning mineral policy not only with supply security and international demand but also with national priorities.

The Africa Green Minerals Strategy underscores the importance of using mineral resources to drive domestic value addition, job creation and regional industrialization, moving beyond Africa’s traditional role as a raw material exporter -—
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. It sees the rising global demand for critical minerals, shaped by efforts to reach toward net-zero emissions, as an opportunity to link mineral development with broader goals, such as strengthening climate resilience, diversifying economies and reducing poverty through inclusive growth. The Africa Mining Vision -—
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highlights the importance of clear rules, fair local processing and stronger negotiation skills to make sure that benefits of mining reach people and support long-term development.

UNCTAD assessed national and regional strategies related to minerals and their economic role. This revealed a diversity of terminology, including critical minerals, strategic minerals, green minerals and critical raw minerals, depending on context (see table 3).

Table 3. Terminology related to critical minerals differs based on context, country and purpose Table 3. Terminology related to critical minerals differs based on context, country and purpose
LabelingCountries-Regions
Critical mineralsArgentina, Indonesia, South Africa, Australia, Canada, United Kingdom, United States of America
Critical raw materialsEuropean Union
Green mineralsAfrican Union
Industrial minerals
Minerals of strategic economic importance
Argentina
Strategic MineralsArgentina, Brazil, China, Colombia, India, Indonesia

Source: UNCTAD mapping based on Ministerio de Economía, Argentina -—
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Countries define and communicate about critical minerals differently, with some publishing strategies (e.g., EU or the United Kingdom) or acts (e.g., Argentina and Brazil), and others offering preliminary assessments (e.g., Colombia and Indonesia). An analysis of 13 countries and regions reveals eight factors for assessing how critical a mineral is for: the economy, energy transition, industry, infrastructure, international trade, security, supply chains and technology, and these can be disaggregated further into their sub-factors (see annex 3.).

Developing economies’ assessments of critical minerals are more varied, often focusing on inputs for domestic industries and national security. Supply risk is the most cited criterion overall, mentioned by eight of thirteen countries or regions, universally by developed economies, but only by one-third of developing ones. Developing economies also highlight criteria such as food security, defense, industrial development, employment and comparative advantage. They place particular emphasis on the role of minerals in generating government revenue and foreign exchange.

In contrast, developed economies uniquely emphasize maintaining supply chains, international trade and economic stability. They also consider alternative sourcing, recycling and substitution options. Only half of the countries explicitly reference the energy transition, digital economy or technology in their definitions, though most strategies are implicitly linked to these goals.

A more inclusive understanding of critical minerals can reflect diverse economic structures, such as the importance of agriculture and food security, and account for mineral endowments, market concentration and fiscal dependence, especially in resource-rich developing countries.

While there is overlap in mineral lists, developing economies often include gold and iron ore, excluded from most developed country lists due to their large, liquid markets. Their inclusion reflects their fiscal and developmental importance in the global South.

What is critical today might not be tomorrow

UNCTAD’s classification of critical minerals aims to be dynamic. Minerals like lithium and cobalt have become essential due to their role in battery production, with demand expected to rise sharply by 2040 -—
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, are gaining attention for emerging technologies. Meanwhile, advances in recycling, substitution and efficiency can reduce reliance on primary materials, reshaping which minerals are considered critical. As these factors evolve, so must the frameworks used to define criticality.

Geopolitical shifts, trade tensions and supply disruptions also influence mineral criticality. This calls for adaptable strategies in resource management and international cooperation. Minerals represent both risks and opportunities, for industrialization, green growth and trade diversification.

However, several challenges limit countries’ ability to assess and benefit from their mineral resources. A key issue is the lack of specific trade data for informed policy action. HS codes often group minerals into broad categories, and this is compounded by missing or inconsistent trade data. These gaps hinder efforts to monitor trade, assess risks and design effective policies. As critical minerals gain importance, improving detailed trade data by means of capacity building becomes more urgent.

Critical minerals are dynamicUNCTAD’s framework considers technological shifts, market changes and development priorities.

Future work could further explore the priorities of developing economies, incorporating broader criteria aligned with their development needs. This includes integrating environmental and social dimensions, such as recycling potential, responsible sourcing and early circular economy practices. In addition, the list of critical minerals should remain adaptable to reflect emerging technologies, sectoral shifts and evolving development goals. Improving the granularity of trade classifications, particularly through engagement with the World Customs Organization on HS code revisions, is essential to better capture mineral processing stages and product differentiation. This would enable expanding analysis to finished goods and enhancing trade data quality through cooperation with customs and national statistical offices. Country case studies could help to deepen the understanding of value creation. In the future, UNCTAD’s could integrate greenfield and firm-level investment data as a complementary source for information on production alongside trade data.

Finally, the UNCTAD16 intergovernmental meeting offers a platform for member States to discuss evolving priorities and provide input on analytical needs based on national goals and technological trends. UNCTAD’s current list of critical-strategic minerals is a starting point. It is designed to evolve, guided by a multidimensional approach that reflects global relevance and development needs, especially for energy, digital and industrial transitions.

Annexes

Annex 1. UNCTAD’s approach to identifying critical minerals

To develop a comprehensive and inclusive list of critical minerals relevant to global energy transition and industrial needs and tailored to reflect the priorities of both developing and developed economies, UNCTAD undertook a systematic, multi-step exercise. The process was designed to be transparent, data-driven and grounded in expert input. The list was built from the ground up, starting with national and regional priorities, refined through expert consultations, and validated using trade data. A key innovation is the systematic mapping of each mineral to HS codes, enabling robust trade analysis and policy relevance. The methodology involved reviewing national and institutional critical mineral lists, assessing country strategies, and refining selections through expert feedback and trade indicators. The final output, a harmonized list of 60 critical minerals, mapped by 499 HS codes, supports trade policy analysis while accounting for global development priorities. Below is an overview of the key steps in UNCTAD’s methodology.

Step 1: Review of country, regional and institutional critical mineral lists

UNCTAD compiled critical mineral lists from national, regional and international sources, including Argentina, Brazil, Canada, China, India, Japan and the United States; regional bodies like the African Union and European Union; and international organizations including the IEA, OECD, IRENA, WTO-ADB, World Bank and ESCWA.

Step 2: Assessment of country strategies and criteria for critical minerals

UNCTAD carried out an assessment of countries’ strategies and criteria for identifying critical minerals. This provided a validation to the selection of minerals to be included on UNCTAD’s comprehensive list, intended to ensure inclusive consideration of minerals that are critical for both developed and developing economies. The review assessed a sample of strategic documents and how they approached critical minerals, including in African Union, Argentina, Australia, Brazil, Canada, China, Colombia, European Union, India, Indonesia, South Africa, United Kingdom and the United States of America.

Step 3. Selection of a list of critical minerals

UNCTAD developed a reference list of 85 critical raw and semi-processed materials based on mapped classifications and country-level strategic priorities. The selection reflects the needs of both developing and developed economies, with a focus on clean energy, digitalization and industrial growth. Expert judgment, trade exposure and targeted data were used. The list adopts an inclusive approach but includes instances of double counting, such as listing REEs as a group alongside individual elements (e.g., dysprosium, neodymium), and similarly for PMG.

Step 4: HS code identification using HS 2022

Each mineral was matched to appropriate 6-digit HS codes based on traded forms (e.g., ores, refined metals). Care was taken to avoid misclassification, especially for mixed-use products. Some materials were grouped due to classification challenges, resulting in a final list of 60 critical minerals, covering raw and semi-processed minerals. Special attention was paid to distinguishing between pure substances and downstream or mixed-use products.

Step 5. Backward correspondence across HS revisions

To enable historical trade analysis, HS 2022 codes were mapped to earlier versions (HS 2017, 2012, 2007, 2002) using official tables and expert input. This ensured consistency across countries and time periods.

Step 6. Trade data integration and validation

Mapped HS codes were used to extract trade data from UN Comtrade. Volumes and values were validated through cross-checks, producing a consistent dataset for analyzing trade flows and dependencies.

Step 7. Grouping minerals by energy transition relevance

Minerals were categorized into three groups:

  • Required for the energy transition (27)
  • Relevant to the energy transition (10)
  • Other critical minerals (23)

This classification integrates global frameworks (e.g., IEA, World Bank) and regional priorities (e.g., ESCWA), including UNCTAD expertise. The grouping supports targeted analysis of materials essential to green technologies like electric vehicles, solar panels and hydrogen systems.

Step 8. Classifying minerals by criticality status

After compiling the relevant trade data, we calculated indicators based on HS codes. We ultimately focused on two key indicators:

  1. Revealed Comparative Advantage
  2. Trade Concentration Index (for both exports and imports)

Using these indicators, the scores for each mineral across different regions were generated. Based on these scores, minerals have been categorized into three levels of criticality: High, Moderate and Low. Additional indicators, such as dependency ratios, can be considered to further refine the assessment.

Annex 2. Full UNCTAD list (mapped to HS Codes)

Figure 11. Mapping UNCTAD’s list of critical minerals Figure 11. Mapping UNCTAD’s list of critical minerals
Hierarchical breakdown of 6-digit HS 2022 codes for UNCTAD-listed critical minerals

Note: The complete UNCTAD's HS code classification for critical minerals, including revisions from 2002 to 2022, is available for download.

Annex 3. Comparative overview of national and regional approaches to Critical Minerals assessment

Table 4. Eight factors of national and regional critical mineral assessments Table 4. Eight factors of national and regional critical mineral assessments
Policy ThemeSub-Category (Factor)Developed CountriesDeveloping Countries
A. EconomyConsumptionEuropean Union, United KingdomColombia
Digital EconomyCanadaSouth Africa
EmploymentArgentina, Colombia
ImportanceAustraliaIndia, Indonesia
Resource availabilityCanadaColombia, India, Indonesia
Value additionEuropean Union, United KingdomArgentina, Indonesia
B. Energy TransitionInputsCanadaAfrican Union, Colombia, South Africa
C. IndustryAvailability of processing technologyIndonesia
DevelopmentAfrican Union, Argentina, China
InputsUnited States of AmericaAfrican Union, Argentina, Brazil, Indonesia
D. InfrastructureDevelopmentColombia
E. International TradeComparative advantageArgentina, Brazil
Demand of industrialized countriesArgentina
Government revenue generationArgentina, Indonesia
Import substitutionArgentina
Increase foreign exchange reservesArgentina, Indonesia
Market controlIndonesia
Positioning as strategic partnerCanada
Reliance on importsEuropean Union, United KingdomArgentina, India
Surplus in trade balanceBrazil
F. SecurityDefenseChina, India, Indonesia
Economic securityCanada, USAChina
Food SecurityArgentina, Colombia, India
National securityAustralia, Canada, USA
G. Supply ChainsAlternative sourcingUnited Kingdom
Availability of SubstitutesEuropean Union
Concentration of sourcingEuropean Union, United Kingdom
Lack of substitutesArgentina, Indonesia
RecyclingEuropean Union, United Kingdom
Supply riskAustralia, Canada, European Union, United Kingdom, USAArgentina, India, Indonesia
H. TechnologyInputsAustraliaBrazil, Indonesia

Source: UNCTAD mapping based on Ministerio de Economía, Argentina -—
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– ‒
- –
—-
-—
– ‒
- –
—-
; Agencia Nacional de Minería, Colombia -—
– ‒
- –
—-
-—
– ‒
- –
—-
-—
– ‒
- –
—-
-—
– ‒
- –
—-
; and Ministry of Mines, India -—
– ‒
- –
—-
-—
– ‒
- –
—-
-—
– ‒
- –
—-
-—
– ‒
- –
—-
.

Note: The strategies of Colombia and Indonesia are preliminary. All labels are included in this table.

Notes

  1. Although the term ‘minerals’ is used throughout for simplicity, the analysis covers both minerals and metals. For instance, it refers to minerals that are economically important and face a high risk of supply disruption. Many of these minerals are sources of critical metals, for example, lithium, cobalt, nickel and REEs are all classified as critical minerals, and they yield metals that are essential for clean energy technologies, electronics and defense applications. So, while not all metals are considered critical, many critical minerals do produce or contain metals, and the terms are often used together in this strategic context.
  2. The estimate refers to total IFFs from all sources, not just those related to trade in critical minerals. These flows include tax evasion, corruption and other illicit activities that drain public resources and undermine development -—
    – ‒
    - –
    —-
    -—
    – ‒
    - –
    —-
    -—
    – ‒
    - –
    —-
    -—
    – ‒
    - –
    —-
    .
  3. See, for example, -—
    – ‒
    - –
    —-
    -—
    – ‒
    - –
    —-
    -—
    – ‒
    - –
    —-
    -—
    – ‒
    - –
    —-
    for foundational work on revealed comparative advantage.

References

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    Lorem ipsum dolor sit amet, consectetur adipiscing elit.
    Donec tincidunt vel mauris a dignissim. Curabitur sodales nunc id vestibulum tempor. Nunc tortor orci, sodales nec eros eget.
    Lorem ipsum dolor sit amet, consectetur adipiscing elit.
    Donec tincidunt vel mauris a dignissim. Curabitur sodales nunc id vestibulum tempor. Nunc tortor orci, sodales nec eros eget.
    Lorem ipsum dolor sit amet, consectetur adipiscing elit.
    Donec tincidunt vel mauris a dignissim. Curabitur sodales nunc id vestibulum tempor. Nunc tortor orci, sodales nec eros eget.
    Lorem ipsum dolor sit amet, consectetur adipiscing elit.
    Donec tincidunt vel mauris a dignissim. Curabitur sodales nunc id vestibulum tempor. Nunc tortor orci, sodales nec eros eget.
]]>
Glossary 2024 /glossary-2024/ Thu, 01 May 2025 12:32:15 +0000 /?p=12794
°C The degree Celsius is the unit of temperature on the Celsius scale.
2G Second generation of cellular network technology
3G Third generation of cellular network technology
4G Fourth generation of cellular network technology
5G Fifth generation of cellular network technology
ABC Brazilian Cooperation Agency
Ad-valorem equivalent A tariff that is not a percentage of the price of the product (e.g. dollars per ton) can be estimated as a percentage of the price — the ad valorem equivalent. (WTO, 2021a)
ADT UNCTAD’s Accounting Development Tool
Advanced reporting requirement Advanced reporting requirement represents a set of reporting elements, beyond the minimum reporting requirement, which demand additional information from companies in their sustainability reports for the purpose of measuring SDG indicator 12.6.1 (UNCTAD, 2019).
AfCFTA African Continental Free Trade Area
AGOA African Growth and Opportunity Act
Agriculture Orientation Index The Agriculture Orientation Index (AOI) for government expenditures is defined as the Agriculture share of Government Expenditure, divided by the Agriculture value added share of GDP, where Agriculture refers to the agriculture, forestry, fishing and hunting sector (United Nations, 2023a).
AI Artificial intelligence
Aid for Trade Measures aimed at assisting developing countries to increase exports of goods and services, to integrate into the multilateral trading system, and to benefit from liberalized trade and increased market access. It is considered as part of ODA. Effective Aid for Trade will enhance growth prospects and reduce poverty in developing countries, as well as complement multilateral trade reforms and distribute the global benefits more equitably across and within developing countries (WTO, 2006). It is measured as gross disbursements and commitments of total ODA from all donors for Aid for Trade (United Nations, 2021a).
Aid for Trade commitments Aid for Trade commitment is a firm obligation, expressed in writing and backed by the necessary funds, undertaken by an official donor to provide specified assistance to a recipient country or a multilateral organisation (OECD, 2021; AidFlows, 2019).
Aid for Trade disbursements Aid for Trade disbursements refer to the release of funds to or the purchase of goods or services for a recipient; by extension, the amount thus spent. Disbursements record the actual international transfer of financial resources, or of goods or services valued at the cost to the donor (OECD, 2021; AidFlows, 2019).
AIS Automatic identification system
ALDC Division for Africa, Least Developed Countries and Special Programmes
AMIS Agricultural Market Information System
AOSIS Alliance of Small Island States
Applied tariff The actual tariff rate in effect at a country’s border (including preferential rates).
ASYCUDA Automated System for Customs Data
Asymptomatic When a condition produces no symptoms, or a person shows no symptoms.
AU African Union
B2B Business to Business
B2C Business to Consumer
BAUS Business-as-usual scenario
BEPS Base erosion and profit shifting
Biodiversity Biodiversity refers to the diversity within species, between species and of ecosystems (UNEP, 2019).

Biodiversity-based goods

The biodiversity-based products considered by UNCTAD are all products with a biological origin, including plant and animal species as well as fungi found on land, water and air, and that meet at least one of the following criteria:

• they are intrinsically and integrally based on biological resources themselves at a non- or low-processed stage (e.g., whole pineapples or ground coffee);

• when used as inputs, they are processed products that solely or principally use biological resources-based ingredients (e.g., cotton shirts, wooden furniture, or chocolate bars); and

• when they are derivatives, they are derived mainly from biological resource-based products (e.g., glycerol from natural oils and fats).

In this understanding, goods produced or derived from the extraction of minerals, ores or metals, such as sands, oil and gas, are not considered biodiversity-based products.

UNCTAD developed the Trade and Biodiversity product classification to provide member States and other stakeholders with public access to consistent, comparable, and comprehensive trade data related to products derived from biodiversity. The classification includes 1 814 different types of products derived from biodiversity resources. (UNCTAD, 2023b)

BIT Bilateral Investment Treaty (BIT) is a type of international investment agreement (IIA) made between two countries regarding promotion and protection of investments made by investors from one country in the other country’s territory, which commits the host country government to grant certain standards of treatment and protection to foreign investors (nationals and companies of the other country) and their investments (UNCTAD, 2022).
Blended finance Blended finance combines concessional financing—loans that are extended on more generous terms than market loans— and commercial funding.
BoP Balance of payments
Broadband A general term meaning a telecommunications signal or device of greater bandwidth, in some sense, than another standard or usual signal or device. In data communications, this refers to a data transmission rate of at least 256 kbit/s. In the context of Internet, this can be delivered via fixed (wired) or mobile networks (ITU, 2014).
CAPI Computer assisted personal interview
Carbon intensity Carbon intensity is the amount of emissions of carbon dioxide (CO2) released per unit of another variable such as gross domestic product (GDP), output energy use or transport (IPCC, 2014).
Carbon price Carbon price is the price per unit of avoided or released carbon dioxide (CO2) emission, or its CO2 equivalent (IPCC, 2014).
Carbon tax Carbon tax is a levy on the carbon content of fossil fuels (IPCC, 2014).
CATI Computer assisted telephone interview
CBD Convention on Biological Diversity
CBERA The Caribbean Basin Economic Recovery Act
CCCT Commonwealth Caribbean Countries Tariff (CCCT) is a Preferential Trade Arrangements (PTAs) categorized as other type of PTAs. The provider of CCCT is Canada. CCCT entered into force on the 15th of June 1986 (WTO, 2021b).
CCSA Committee for the Coordination of Statistical Activities
CH4 Methane
Circular economy A circular economy is an economy where: (i) the value of materials in the economy is maximised and maintained for as long as possible; (ii) the input of materials and their consumption is minimised; and (iii) the generation of waste is prevented and negative environmental impacts reduced throughout the life-cycle of materials (ECE and OECD, 2023).
Circular economy A circular economy is an economy where: (i) the value of materials in the economy is maximised and maintained for as long as possible; (ii) the input of materials and their consumption is minimised; and (iii) the generation of waste is prevented and negative environmental impacts reduced throughout the life-cycle of materials (ECE and OECD, 2023).

Circular material use rate The circular material use rate is defined as the ratio of the circular use of materials to the overall material use.
Circular material use rate The [glossary-rate]circular material use rate[/glossary-rate] is defined as the ratio of the circular use of materials to the overall material use .
CIS Commonwealth of Independent States
CLEG Combined List of Environmental Goods (OECD)
CO2 Carbon dioxide (CO2) is a colourless, odourless and non-poisonous gas formed by combustion of carbon and in the respiration of living organisms (OECD, n.d.).
CO2e Carbon dioxide equivalent (CO2e) is a measure used to compare the emissions from various greenhouse gases based upon their global warming potential. It represents the quantity of carbon dioxide that has equal global warming potential as the given quantity of a greenhouse gas (OECD, n.d.).
COFOG Classification of the functions of government (United Nations, 1999)
Comply-or-explain approach Comply-or-explain approach is a reporting practice under which companies are invited to explain the reasons for not providing all requested information in their sustainability reports or for not publishing a sustainability report at all (UNCTAD, 2013).
Concessional loans Loans that are extended on terms substantially more generous than market loans. The concessionality is achieved either through interest rates below those available on the market or by grace periods, or a combination of these (OECD, n.d.).
Containerised transport Freight transport using intermodal containers of standard dimensions, i.e. containers that can be moved seamlessly between ships, trucks, trains and other modes of transport as well as storage. The two most used are the 20-foot and the 40-foot containers. They form the basis of the main units of measure currently applied in transport: the twenty-foot equivalent Unit (TEU) and the forty-foot equivalent unit (FEU). (World Shipping Council, 2020)
CoP Communication on Progress (CoP) is a voluntary, public report through which a company informs stakeholders about its efforts to implement the principles of the United Nations Global Compact (2013).
COP27 It is the 27th Conference of the Parties of the UNFCCC, held in November 2022 in Egypt.
COVID-19 COVID-19 is an infectious disease caused by the strain of coronavirus SARS-CoV-2 discovered in December 2019. Coronaviruses are a large family of viruses which may cause illness in animals or humans. In humans, several coronaviruses are known to cause respiratory infections ranging from the common cold to more severe diseases such as Middle East Respiratory Syndrome (MERS) and Severe Acute Respiratory Syndrome (SARS). The most recently discovered coronavirus causes coronavirus disease COVID-19 (WHO, 2020b).
COVID-19 death Defined for surveillance purposes as a death resulting from a clinically compatible illness in a probable or confirmed COVID-19 case, unless there is a clear alternative cause of death that cannot be related to COVID-19 disease (e.g. trauma). There should be no period of complete recovery between the illness and death. Further guidance for certification and classification (coding) of COVID-19 as cause of death is available in WHO (2020a).
CPC Central Product Classification. The latest version of this classification is CPC 2.1 (United Nations, 2022c)
CRED Centre for Research on the Epidemiology of Disasters
CSOs Civil society organizations (CSOs)
CSRD Corporate Sustainability Reporting Directive
CSTD United Nations Commission on Science and Technology for Development
CTS Consolidated Tariff Schedules
DAC Development Assistance Committee
Data revolution Data revolution refers to the transformative actions needed to respond to the demands of a complex development agenda, improvements in how data is produced and used; closing data gaps to prevent discrimination; building capacity and data literacy in “small data” and big data analytics; modernizing systems of data collection; liberating data to promote transparency and accountability; and developing new targets and indicators (see http://www.undatarevolution.org/data-revolution/).
DCAs Development Cooperation Agencies
DDA Doha Development Agenda (DDA) refers to the latest Doha Round of world trade negotiations among the WTO memberships. The round is also known semi-officially as the Doha Development Agenda and was launched in November 2001. Its aim is to achieve major reform of the international trading system through the introduction of lower trade barriers and revised trade rules. The fundamental objective of DDA is to further liberalising trade in order to improve the trading prospects of developing countries. The main issues at stake are: Reforming agricultural subsidies; Ensuring that new liberalisation in the global economy respects the need for sustainable economic growth in developing countries; Improving developing countries' access to global markets for their exports (WTO, 2020).
Debt service Payments made to satisfy a debt obligation, including principal, interest and any late payment fees (IMF, 2014).
Debt sustainability A country’s capacity to finance its policy objectives through debt instruments and service the ensuing debt (IMF, 2014).
DFQF Duty-free and quota free
DGDS Division on Globalization and Development Strategies
DIAE Division on Investment and Enterprise
Digital delivery Digital delivery refers to transactions that are delivered remotely over computer networks.
Digital trade Digital Trade is “all international trade that is digitally ordered and/or digitally delivered.
direct economic loss Direct economic loss is the monetary value of total or partial destruction of physical assets existing in the affected area. Direct economic loss is nearly equivalent to physical damage (United Nations, 2023a).

DITC Division on International Trade and Commodities, UNCTAD
DMFAS Debt Management and Financial Analysis System Programme
Doha Development Round Also called the Doha Development Agenda is a round of trade negotiations among WTO members launched in 2001 at the WTO’s Fourth Ministerial Conference in Doha, Qatar. A fundamental objective of the Doha round is to improve the trading prospects of developing economies. (WTO, 2022a)
DPoA Doha Programme of Action for LDCs (United Nations, 2022a)
DSSI Debt Service Suspension Initiative (World Bank, 2022b)
DTAs Deep trade agreements (DTAs) between countries that cover not just trade but additional policy areas, such as international flows of investment and labor, and the protection of intellectual property rights and the environment. Their goal is integration beyond trade, or deep integration.
DTL Division on Technology, Innovation and Trade Logistics
Dutch disease When the growth of one economic sector can cause a decline in other sectors.
Duty-free Not subject to import tariffs.
E-commerce E-commerce is defined as the sale or purchase of goods or services, conducted over computer networks by methods specifically designed for the purpose of receiving or placing of orders. The goods or services are ordered by those methods, but the payment and the ultimate delivery of the goods or services do not have to be conducted online (UNCTAD, 2021d).
EBA Everything But Arms (EBA) is a European Commission’s ‘zero’ tariff initiative for LDCs covering all products except the arms trade.
EBOPS Extended Balance of Payments Services classification provides a breakdown of the Balance of Payments Trade in Services item (debit and credit) as defined in Balance of Payment Manual (IMF, 2009a), by types of services. The classification thereby meets a number of user requirements, including the provision of more detailed information on Trade in services as required in connection with the General Agreement on Trade in Services (GATS).
ECA United Nations Economic Commission for Africa
ECLAC United Nations Economic Commission for Latin America and the Caribbean
ECOSOC Economic and Social Council
ECOWAS Economic Community of West African States
EEC Eurasian Economic Commission
Emission Emission is the discharge of pollutants into the atmosphere from stationary sources such as smokestacks, other vents, surface areas of commercial or industrial facilities and mobile sources, for example, motor vehicles, locomotives and aircraft (OECD, n.d.).
Employed in R&D in FTE Employed in R&D in FTE is the ratio of working hours spent on R&D during a specific reference period (usually a calendar year) divided by the total number of hours conventionally worked in the same period by an individual or by a group (OECD, 2015).
Empretec Empretec is a Spanish acronym which blends “emprendedores” (entrepreneurs) and “tecnología” (technology). The term was introduced in Argentina in 1988.
Energy intensity Energy intensity is the ratio between gross inland energy consumption and GDP. It measures how much energy is required to generate one unit of GDP.
ESCAP United Nations Economic and Social Commission for Asia and the Pacific
ESCWA United Nations Economic and Social Commission for Western Asia
ESG Environmental, social and governance
ESRS European Sustainability Reporting Standards
EU European Union
EVI Economic Vulnerability Index
Excess mortality Term used in epidemiology and public health to define the number of deaths which occurred in a given crisis above and beyond what we would have expected to see under ‘normal’ conditions. The WHO define ‘excess mortality’ as “mortality above what would be expected based on the non-crisis mortality rate in the population of interest. Excess mortality is thus mortality that is attributable to the crisis conditions. It can be expressed as a rate (the difference between observed and non-crisis mortality rates), or as a total number of excess deaths.” To calculate ‘excess mortality’ in a given period, the number of people who had died over this period is compared with the number expected to have died (WHO, 2008).
Export concentration index This index measures, for each product, the degree of export market concentration by country of origin. It tells us if a large share of commodity exports is accounted for by a small number of countries or, on the contrary, if exports are well distributed among many countries. The index ranges from 0 to 1 with higher values indicating more market concentration (UNCTAD, 2018a).
Export restrictiveness The average level of tariff restrictions imposed on a country’s exports as measured by the MA-TTRI.
Export subsidies Export subsidies refer to the granting of support by governments to some beneficiary entity or entities to achieve export objectives. Export subsidiesmay involve direct payments to a firm, industry, producers of a certain agricultural product etc. to achieve some type of export performance. In addition, export subsidies may include low-cost export loans, rebates on imported raw materials and tax benefits such as duty-free imports of raw material. They can also take the form of government financed marketing. Most subsidies have existed in agriculture (United Nations, 2022b).
Export-commodity dependent A country is considered an export-commodity dependent when more than 60 per cent of its total merchandise exports are composed of commodities. (UNCTAD, 2023a)
External debt External debt is understood as outstanding amount of those actual current, and not contingent, liabilities that require payment(s) of principal and/or interest by the debtor at some point(s) in the future and that are owed to nonresidents by residents of an economy (IMF, 2014).
F-gases Fluorinated GHGs ('F-gases') include mainly: hydrofluorocarbons, perfluorocarbons, sulphur hexafluoride, and nitrogen trifluoride. They typically have relatively long lifetimes in the atmosphere and high global warming potentials (European Environment Agency, 2020)
FACTI International Financial Accountability, Transparency and Integrity for Achieving the 2030 Agenda
FAO Food and Agriculture Organization of the United Nations
FCI Financial conditions indicator
FDI Foreign Direct Investment (FDI) is an investment involving a long-term relationship and reflecting a lasting interest and control by a resident entity in one economy (foreign direct investor or parent enterprise) in an enterprise resident in an economy other than that of the foreign direct investor (FDI enterprise or affiliate enterprise or foreign affiliate) (UNCTAD, 2016).
FERDI Fondation pour les études et recherches sur le développement international (FERDI)
Fixed broadband Fixed broadband subscriptions refer to subscriptions to high-speed access to the public Internet (a TCP/IP connection), at downstream speeds equal to, or greater than, 256 kbit/s.
Food insecurity Food insecurity is a situation where an individual cannot reliably access or afford healthy food. The FAO describes a moderately food insecure person as someone who cannot afford a healthy diet. has experienced uncertainty about the ability to access food and is likely to skip meals occasionally because of lack of resources. A severely food insecure person has at times run out of food and has during the last year gone a whole day without food. For SDG indicator 2.1.2, food insecurity is estimated based on survey data using the Food Insecurity Experience Scale developed by FAO. It consists of eight questions pertaining to whether the respondents or their families have reduced the quantity or quality of consumed food over the last 12 months because of lack of resources. (FAO, 2022; United Nations, 2022b)
Food price anomalies Food price anomalies refer to abnormally high or low market prices for food commodities. The indicator relies on a weighted compound growth rate that accounts for both within-year and across-year price growth. The indicator directly evaluates growth in prices over a particular month over many years, taking into account seasonality in agricultural markets and inflation, allowing to answer the question of whether or not a change in price is abnormal for any particular period. The method is applied both to individual food commodities and to a basket of food items. It is measured by SDG indicator 2.c.1 (United Nations, 2022b).
Friend-shoring Friend-shoring involves increased trading with economies with politically aligned stances. (UNCTAD, 2023c)
FSIN Food Security Information Network
FTE Full Time Equivalent (FTE) unit of labour is the hours worked by one employee on a full-time basis. The concept is used to convert the hours worked by several part-time employees into the hours worked by an equivalent full-time employee (ideally the comparison is standardized for gender and industry sector).
g Grams
G20 Group of Twenty
GATS General Agreement on Trade in Services
GATT The General Agreement on Tariffs and Trade (GATT) is a multilateral agreement, originally negotiated in 1947 in Geneva among 23 countries, to reduce tariffs and other trade barriers. It provides a framework for periodic multilateral negotiations on trade liberalisation (WTO, 2021c).
GATT-94 The GATT 1994 is contained in Annex 1A of the WTO Agreement. It incorporates by reference the provisions of the GATT 1947, a legally distinct international treaty applied provisionally from 1948 to 1995 (WTO, 2021c).
GCRG On 14 March 2022, UN Secretary-General António Guterres established of a Global Crisis Response Group on Food, Energy and Finance (GCRG) to coordinate the global response to the widespread impacts of the war in Ukraine.
GDP Gross domestic product (GDP) is an aggregate measure of production, income and expenditure of an economy. As a production measure, it represents the gross value added, i.e., the output net of intermediate consumption, achieved by all resident units engaged in production, plus any taxes less subsidies on products not included in the value of output. As an income measure, it represents the sum of primary incomes (gross wages and entrepreneurial income) distributed by resident producers, plus taxes less subsidies on production and imports. As an expenditure measure, it depicts the sum of expenditure on final consumption, gross capital formation (i.e., investment, changes in inventories, and acquisitions less disposals of valuables) and exports after deduction of imports (United Nations et al., 2009).
GERD Gross domestic expenditure on research and development
GFSN Global Financial Safety Net
GGGI Global Gender Gap Index produced by WEF annually benchmarks the current state and evolution of gender parity across four key dimensions (economic participation and opportunity, educational attainment, health and survival, and political empowerment).
GGPI Global Gender Parity Index is a composite index that assesses the relative achievements between women and men in four dimensions: life and good health (one indicator); education, skill-building and knowledge (two indicators); labour and financial inclusion (two indicators); and participation in decision-making (three indicators).
GHG Greenhouse gas (GHG) is an atmospheric gas that lets the solar radiation reach the Earth’s surface, but absorbs infrared radiation emitted by the Earth and thereby leads to the heating of the surface of the planet. The main GHGs the concentrations of which are rising are CO2, methane, nitrous oxide, F-gases, and ozone in the lower atmosphere. (WMO, 2019)
GHS Global Health Security
GIEWS Global Information and Early Warning System on Food and Agriculture
GII Gender Inequality Index (GII) measures gender inequalities in three aspects of human development: reproductive health, measured by maternal mortality ratio and adolescent birth rates; empowerment, measured by proportion of parliamentary seats occupied by females and proportion of adult females and males aged 25 years and older with at least some secondary education; and economic status, expressed as labor market participation and measured by labor force participation rate of female and male populations aged 15 years and older (UNDP, 2020).
Gini index Gini index measures the extent to which the distribution of a variable over a population deviates from a perfectly equal distribution. A Gini index of zero represents perfect equality and 100, perfect inequality.
GLI Grubel-Lloyd Index (GLI) is calculated on products categorized as manufacturing intermediate inputs (e.g. parts and components), computed at the industry level (as defined by the 4 digit Harmonized System classification) and then aggregated at the sectoral level using bilateral trade shares. (UNCTAD, 2021a)
Global Diplomacy Index Global Diplomacy Index includes a full listing of all diplomatic representations abroad from 61 countries, for a total of 7320 missions (Lowy Institute, 2019).
Global Presence Index Global Presence Index is a composite index that assesses 130 countries along three pillars: economic (investments and exports of goods, services and energy), military (troops and military equipment) and soft power (development cooperation, education, science, technology, culture, sports, tourism and migration) (Elcano Royal Institute, 2020).
Global Soft Power Index Global Soft Power Index is a composite index calculated from extensive public opinion surveys and expert assessments, evaluating the soft power of 60 countries, mostly high- and middle-income economies, along seven pillars: business and trade, governance, international relations, cultural and heritage, media and communication, education and science, and people and values. The data collection of the 2020 index took place in autumn 2019.
GNI Gross national income
GNP Gross national product
Goods discharged Merchandise destined for import, also referred to as “inbound trade volumes”. (UNCTAD, 2021b)
Goods loaded Merchandise destined for export, also referred to as “outbound trade volumes”. (UNCTAD, 2021b)
GPT Generalized preferential tariff
GRI Global Reporting Initiative
GSP Generalized System of Preferences
Gt Gigaton
GTA Global Trade Alert
GVC Global value chain
GW A gigawatt (GW) is a unit of measurement of electrical power. It is equal to one billion watts.
GWP Global Warming Potential (GWP) is an index measuring the radiative forcing following an emission of a unit mass of a given substance, accumulated over a chosen time horizon, relative to that of the reference substance, CO2. The GWPthus represents the combined effect of the differing times these substances remain in the atmosphere and their effectiveness in causing radiative forcing (IPCC, 2014).
HAI Human assets index
HDI Human development index
HHI Herfindahl-Hirschman Index is a common measure of market concentration
HICs High-income developing countries
HPCDP Holistic Productive Capacities Development Programme
HPCDPs Holistic Productive Capacities Development Programmes
HS The Harmonized System (HS) is an international nomenclature developed by the World Customs Organization, which is arranged in six-digit codes allowing all participating countries to classify traded goods on a common basis. Beyond the six-digit level, countries are free to introduce national distinctions for tariffs and many other purposes.
IAASB International Auditing and Assurance Standards Board
IAEG-SDG Inter-Agency and Expert Group on Sustainable Development Goals indicators
ICCS International Classification of Crime for Statistical Purposes
ICD International Classification of Diseases
ICT Information and communications technology (ICT) is a diverse set of technological tools and resources used to transmit, store, create, share or exchange information. These resources include computers, the Internet, live broadcasting technologies, recorded broadcasting technologies and telephony (UNESCO Institute for Statistics, 2020).
ICT goods ICT goods are those goods that are either intended to fulfil the function of information processing and communication by electronic means, including transmission and display, which use electronic processing to detect, measure and/or record physical phenomena, or to control a physical process (UNCTAD, 2021d).

ICT services ICT services are defined in the alternate aggregation of the ISIC Rev.4 as a component of the ICT sector and include software publishing, telecommunications, computer programming, consultancy and related activities, data processing, hosting and related activities, web portals, and repair of computers and communication equipment (UNCTAD, 2021d).
IDA International Development Association
IDB Integrated Data Base
IEA International Energy Agency
IESBA International Ethics Standards Board for Accountants
IFAD International Fund For Agricultural Development
IFC International Finance Corporation of the World Bank Group
IFF Illicit financial flow
IFFs Illicit financial flows
IFRS International Financial Reporting Standards
IFS International Financial Statistics
IFU Investment Fund for developing countries
IGI Inclusive growth index
IIA International Investment Agreement (IIA) are treaties with investment provisions (e.g. a free trade agreement with an investment chapter) between two or more countries include commitments regarding cross-border investments (foreign investment or FDI), typically for the purpose of protection and promotion of such investments. They include two types of agreements: (1) bilateral investment treaties and (2) treaties with investment provisions (UNCTAD, 2022).
IIP Index of Industrial Production (IIP) is a measure of the change in the volume of goods or services produced over time. Its main purpose is to provide a measure of the short-term changes in value added over a given reference period, usually a month or a quarter. The index covers the industrial sector, including mining, manufacturing, electricity and gas, and water and waste (United Nations, 2010).
IIRC International Integrated Reporting Council
Illegal economic activity Illegal production comprises (1) the production of goods or services whose sale, distribution or possession is forbidden by law; (2) production activities which are usually legal but which become illegal when carried out by unauthorised producers, e.g., unlicensed medical practitioners; (3) production which does not comply with certain safety, health or other standards could be defined as illegal; and (4) the scope of illegal production in individual countries depends upon the laws in place, e.g. prostitution (United Nations et al., 2009).
ILO International Labour Organization
IMF International Monetary Fund
IMO International Maritime Organization (IMO)
Import restrictiveness The average level of tariff restrictions on imports as measured by the tariff trade restrictiveness index (TTRI).
IMTS International Merchandise Trade Statistics
In-donor refugee costs In-donor refugee costs include the cost for the first year of receiving refugees and asylum seekers in donor countries. OECD DAC rules have allowed DAC members to report in-donor refugee costs as ODA for decades, but it was considered an exceptional item of ODA reporting, not envisaged to be a major component (Staur, 2023).

Indico Integrated Digital Conferencing (Indico) is an open-source web-based tool for event management system developed and maintained at (CERN, 2022). In this publication, Indico.UN refers to the event registration system of the United Nations based on CERN Indico and managed by the United Nations Office at Geneva (UNOG, 2022).
INFF Integrated National Financing Framework
Informal economy The informal economy comprises (i) the production of goods and market services of households; and (ii) the activities of corporations (illegal, underground) that may not be covered in the regular data collection framework for compiling macroeconomic statistics. This scope of the informal economy considers not only the domestic activities, but also the cross-border transactions of resident units -—
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Intrapreneur Intrapreneur refers to a manager within a company who promotes innovative product development and marketing.
Investment guarantee An insurance, offered by governments or other institutions, to investors to protect against certain political risks in host countries, such as the risk of discrimination, expropriation, transfer restrictions or breach of contract (UNCTAD, 2015). (UNCTAD, 2015)
IP charges Charges for the use of intellectual property include charges for the use of proprietary rights, such as patents, trademarks, and copyrights, and charges for licenses to use, reproduce, distribute, and sell or purchase intellectual property.
IPA Investment Promotion Agency
IPBES Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services
IPCC Intergovernmental Panel on Climate Change
IPEA Institute for Applied Economic Research in Brazil
IPOA Istanbul Programme of Action for LDCs was adopted at the 4th UN Conference on the LDCs in May 2011
ISAR International Standards of Accounting and Reporting
IsDB Islamic Development Bank
ISMs International Support Measures
ISSB International Sustainability Standards Board
ITC International Trade Centre
ITU International Telecommunications Union
IUCN International Union for Conservation of Nature
km kilometre
Laboratory-confirmed cases Cases where there has been detection of SARS-CoV-2 nucleic acid in a clinical specimen.
Land-use change Land-use change refers to a change in the use or management of land by humans, which may lead to a change in land cover (IPCC, 2014).
Latency rate Latency rate is a network performance metric, measured as the round-trip time that it takes for a packet of data to travel from a sending node to the nearest receiving server in each country and back. It is collected by Measurement Lab from a high number of tests performed across networks every day. A higher latency indicates a worse connection quality, therefore affecting network performance and opportunities to use ICTs for business or private connections.
LD Loss and damage
LDC Least developed country
LHS Left Hand Side
LICs Low-income developing countries
Living wage Living wage is defined by the Global Living Wage Coalition to mean the remuneration received for a standard workweek by a worker in a particular place sufficient to afford a decent standard of living for the worker and her or his family. Elements of a decent standard of living include food, water, housing, education, health care, transportation, clothing, and other essential needs including provision for unexpected events.
LLDC Landlocked developing country
Low carbon technology products Low carbon technology products produce less pollution than their traditional energy counterparts, and will play a vital role in the transition to a low carbon economy (IMF, 2023).

MA-TTRI An index measuring the average level of tariff restrictions imposed on exports.
Main bulks This category includes iron ore, grain, coal, bauxite/alumina and phosphate. Starting on 2006, the category was restricted to iron ore, grain and coal only, while bauxite/alumina and phosphate were moved to the category “other dry cargo”. (UNCTAD, 2021b)
Medium and high-tech industry Medium and high-tech industry is an industry in which producers of goods incur relatively high expenditure on research and development (R&D) per unit of output. The distinction between low, medium, and high-tech industries is based on R&D intensity, i.e. the ratio of R&D expenditure to an output measure, usually gross value added. For a list of the particular economic activities, considered to be medium and high-tech (UNIDO, 2021).
MFN Most-favoured-nation (MFN) is a status or level of treatment accorded by one state to another in international trade. Under the WTO agreements, countries cannot normally discriminate between their trading partners. (WTO, 2022b)
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MFN tariffs Most Favoured Nation (MFN) tariffs are a tariff level that a member of the General Agreement on Tariffs and Trade of the WTO charges on a good to other members, i.e. a country with a most favoured nation status (see UNCTAD, 2018b) It applies to imports from trading partners-members of the World Trade Organization (WTO), unless the country has a preferential trade agreement. It is the lowest possible tariff a country can assess on another country.
MHEWS Multi-hazard Early Warning System
MICs Middle-income developing countries
MIGA Multilateral Investment Guarantee Agency
Minimum reporting requirement Minimum reporting requirement refers to a core set of economic, environmental, social and governance elements of sustainability information requested from companies in their sustainability reports for the purpose of measuring SDG indicator 12.6.1. Only reports including this information are counted towards the indicator (UNCTAD, 2019).
MNC Multinational corporation
MNE Multinational enterprise group
Mobile money A service in which the mobile phone is used to access financial products and services (GSMA, 2010).
MOPAN Multilateral Organization Performance Assessment Network (MOPAN)
MoU Memorandum of Understanding
MPED Ministry of Planning and Economic Development, Egypt
MSMEs Micro, small, and medium-sized enterprises
Mt Million tons. Ton refers to metric ton, as in 1 000 kg, throughout the publication.
Municipal solid waste Municipal solid waste per capita is an environmental indicator that measures the intensity of waste generation relative to population.
MVA Manufacturing value added (MVA) is the net-output of all resident manufacturing activity units. It is obtained by adding up their outputs and subtracting intermediate inputs (United Nations, 2021a). Manufacturing can broadly be understood as "the physical or chemical transformation of materials, substances, or components into new products" (United Nations, 2008), consisting of sector C in the International Standard Industrial Classification of all Economic Activities (ISIC) revision 4 (United Nations, 2021a).

MVI Multidimensional Vulnerability Index
MW Megawatt
N2O Nitrous oxide
NAFTA North American Free Trade Agreement
Nairobi Package The Nairobi Package is a series of Ministerial Decisions adopted at the WTO’s Ministerial Conference in Nairobi, 2015. The issues covered relate to agriculture, cotton and LDCs (WTO, 2021d).

National recycling rate National recycling rate is defined as the quantity of material recycled in the country plus quantities exported for recycling minus material imported intended for recycling out of total waste generated in the country. Note that recycling includes codigestion/anaerobic digestion and composting/aerobic process, but not controlled combustion (incineration) or land application. 𝑅𝑒𝑐𝑦𝑐𝑙𝑖𝑛𝑔 𝑟𝑎𝑡𝑒 = (𝑀𝑎𝑡𝑒𝑟𝑖𝑎𝑙 𝑟𝑒𝑐𝑦𝑐𝑙𝑒𝑑 + 𝑀𝑎𝑡𝑒𝑟𝑖𝑎𝑙 𝑒𝑥𝑝𝑜𝑟𝑡𝑒𝑑 𝑖𝑛𝑡𝑒𝑛𝑑𝑒𝑑 𝑓𝑜𝑟 𝑟𝑒𝑐𝑦𝑐𝑙𝑖𝑛𝑔 − 𝑀𝑎𝑡𝑒𝑟𝑖𝑎𝑙 𝑖𝑚𝑝𝑜𝑟𝑡𝑒𝑑 𝑖𝑛𝑡𝑒𝑛𝑑𝑒𝑑 𝑓𝑜𝑟 𝑟𝑒𝑐𝑦𝑐𝑙𝑖𝑛𝑔) × 100 / 𝑇𝑜𝑡𝑎𝑙 𝑤𝑎𝑠𝑡𝑒 𝑔𝑒𝑛𝑒𝑟𝑎𝑡𝑒𝑑 (United Nations, 2023b).
Net private capital flows Net private capital flows include net FDI, net portfolio investment and net other investment, as defined in the balance of payments.
Net-exporter of CO2 Net-exporter of CO2 is a country in which more emissions are generated by the production of goods it exports to other countries than by the production goods it imports from other countries.
NO2 Nitrogen dioxide (NO2) is a product of combustion, for instance emitted by road transport, and is generally found in the atmosphere in close association with other primary pollutants. Nitrogen dioxide is toxic, and its concentrations are also often strongly correlated with those of other toxic pollutants. As it is easier to measure, it is often used as a proxy for them. There is growing concern about rising levels of NO2 in fast-growing cities with large numbers of vehicles (WHO, 2006).
Non-observed economy According to the OECD, the groups of activities most likely to be non-observed are those that are underground, illegal, informal sector, or undertaken by households for their own final use. Activities may also be missed because of deficiencies in the basic statistical data collection programme (OECD, 2002).
NPCGAs National Productive Capacities Gap Assessments
NSO National statistical office
NTBs Non-tariff Barriers
NTFC National Trade Facilitation Committee
NTMs Non-tariff measures (NTMs) are policy measures other than ordinary customs tariffs that can potentially have an economic effect on international trade in goods, changing quantities traded, or prices or both such as technical barriers to trade, price-control measures, etc. (UNCTAD, 2021c)
Oceans economy Oceans economy is defined as “a vehicle toward a more sustainable and inclusive economic path on the marine and coastal environment. It encompasses all industries that sustainably utilize and contribute to the conservation of ocean, seas and coastal resources for human benefit in a manner that maintains all ocean resources over time“.
OCHA Office for the Coordination of Humanitarian Affairs
ODA Official Development Assistance (ODA) are resource flows to countries and territories which are: (a) undertaken by the official sector; (b) with promotion of economic development and welfare as the main objective; (c) at concessional financial terms (implying a minimum grant element depending on the recipient country and the type of loan). In addition to financial flows, technical co-operation is also included (OECD, 2021).
OECD Organization for Economic Cooperation and Development
OECD/TOSSD Organization for Economic Cooperation and Development/Total Official Support for Sustainable Development
OFDI Outward foreign direct investment
OFDI Outward foreign direct investment
Official international support For the purpose of the SDGs, official international support refers to assistance in the form of official development assistance and other official flows (United Nations, 2021a).
OIE World Organisation for Animal Health
ONS Office for National Statistics of the United Kingdom
OOF Other official flows (OOF) are transactions by the official sector with countries and territories which do not meet the conditions for eligibility as ODA, either because they are not primarily aimed at development or because they do not meet the minimum grant element requirement (OECD, 2021).
OS Optimal scenario
P&C Principles and Criteria
PAHO Pan American Health Organization
Pandemic Commonly described by the WHO as ‘the worldwide spread of a new disease’, no strict definition is provided. In 2009, they set out the basic requirements for a pandemic:

  1. New virus emerges in humans
  2. Minimal or no population immunity
  3. Causes serious illness; high morbidity/mortality
  4. Spreads easily from person to person
  5. Global outbreak of disease.

The US Centre for Disease Control uses a similar approach, but with a reduced set of criteria. It is very difficult to gauge whether the spread of a disease should be termed an outbreak, epidemic or pandemic. In other words, when to declare a pandemic isn’t a black and white decision (Doshi, 2011).

Paris Climate Agreement The Paris Agreement is an agreement within the UNFCCC aiming is to strengthen the global response to the threat of climate change by keeping a global temperature rise this century well below 2°C above pre-industrial levels and to pursue efforts to limit the temperature increase even further, to 1.5°C. It aims to strengthen countries’ ability to deal with the impacts of climate change. To reach these ambitious goals, appropriate financial flows, a new technology framework and an enhanced capacity building framework are intended to support developing countries, in line with their national objectives (UNFCCC, 2016).
PBL Planbureau voor de Leefomgeving
PCA Principal Component Analysis (PCA) is a multivariate statistical technique that reduces the observed variables to orthogonal principal components that explain as much of the variance in the data as possible (Jolliffe, 2002).
PCI Productive Capacities Index (PCI) is a multidimensional composite index that measures productive capacities of economies by using eight categories: natural and human capital, energy, institutions, private sector, structural change, transport and information, and communication technologies, which together yield the multidimensional productive capacity index (UNCTAD, 2024)
PCM+ Partner Country Method Plus
PFM+ Price Filter Method Plus
PHEIC Public health emergency of international concern (PHEIC): Serious public health events that endanger international public health. This term is defined in as “an extraordinary event which is determined [...]:

  • to constitute a public health risk to other States through the international spread of disease; and
  • to potentially require a coordinated international response”.

This definition implies a situation that: is serious, unusual or unexpected; carries implications for public health beyond the affected State’s national border; and may require immediate international action. The responsibility of determining whether an event is within this category lies with the WHO Director-General and requires the convening of a committee of experts, the IHR Emergency Committee. This committee advises the Director-General on the recommended measures to be promulgated on an emergency basis, known as temporary recommendations. Temporary recommendations include health measures to be implemented by the State Party experiencing the PHEIC, or by other States Parties, to prevent or reduce the international spread of disease and avoid unnecessary interference with international traffic (WHO, 2005).

PIANC The World Association for Waterborne Transport Infrastructure (PIANC)
PMI Purchasing Managers’ Index (PMI) is a monthly indicator of expected economic activity, collected by surveying senior executives at private sector companies. The PMI is a weighted average of five sub-indices measuring new orders, output, employment, suppliers’ delivery times and stocks of purchases. It is calculated for the total economy as well as for specific sectors, such as manufacturing, construction, services, etc. A figure of 50 indicates that no change in economic production is expected; a value above 50 means that the economy is expected to grow, a value below 50 that it is expected to contract (Refinitiv, 2022).
PNG Publicly Non-Guaranteed debt (PNG) is an external debt of the private sector that is not contractually guaranteed by a public sector unit resident in the same economy (IMF, 2014). Unless otherwise indicated, only long-term debt (maturity of more than one year) is included.
PPE Personal protective equipment
PPG Publicly guaranteed debt (PPG) is an external obligation of the private sector, the servicing of which is contractually guaranteed by a public unit resident in the same economy as the debtor (IMF, 2014). Unless otherwise indicated, only long-term debt (maturity of more than one year) is included.
PPI Private Participation in Infrastructure
PPP Purchasing power parity
PPPs Public Private Partnerships
Preferential status Trade preferences, such as lower or zero tariffs, which a member may offer to a trade partner unilaterally.
PRGT The Poverty Reduction and Growth Trust is a trust housed in the IMF which provides concessional assistance to low‐income member countries.
Private flows Private flows consist of flows at market terms financed out of private sector resources and private grants. They include FDI, private export credits, securities of multilateral agencies and bilateral portfolio investment. Private flows other than FDI are restricted to credits with a maturity of greater than one year (OECD, 2021).
Productive capacities UNCTAD defines productive capacities as consisting of the productive resources, entrepreneurial capabilities and production linkages that together determine a country’s ability to produce goods and services that will help it grow and develop (UNCTAD, 2006)
PTA Preferential Trade Arrangement (PTA) This includes what WTO refers to as regional trade agreements and also free trade agreements, custom unions, common markets, or enlargement and accession agreements.
Public bond debt Public debt in the form of sovereign international bonds traded in international capital markets (UNCTAD, 2017).
Public sector debt All debt liabilities of resident public sector units to other residents and nonresidents (IMF, 2014).
R&D Research and development (R&D) comprise creative and systematic work undertaken in order to increase the stock of knowledge – including knowledge of humankind, culture and society – and to devise new applications of available knowledge (OECD, 2015) (see also United Nations et al., 2009, para 10.103).
R&D intensity R&D intensity is defined as the ratio of gross domestic expenditure on research and development (GERD) to GDP (OECD, 2015).
R&D services Research and experimental development (R&D) comprise creative and systematic work undertaken in order to increase the stock of knowledge
– including knowledge of humankind, culture and society – and to devise new applications of available knowledge. (The OECD Frascati Manual)
The definition used for international trade (MSITS 2010) includes testing and product development that may give rise to patents, as an addition.
Ratio of debt service on long-term external PPG as a percentage of government revenue This indicator measures a government’s ability to meet external creditor claims on the public sector through government revenues.
Red List Index The Red List Index (RLI) allows countries to track their progress towards targets for reducing biodiversity loss shows trends in overall extinction risk for species. It is based on changes in the number of species in each category of extinction risk on the IUCN Red List of Threatened Species. A value of 1 equates to all species qualifying as least concern, i.e., not expected to become extinct in the near future. A value of 0 equates to all species having gone extinct. (IUCN, 2022)
Remittances The term remittances can refer to three concepts, each encompassing the previous one. “Personal remittances” are defined as current and capital transfers in cash or in kind between resident households and non-resident households, plus net compensation of employees working abroad. “Total remittances” include personal remittances plus social benefits from abroad, such as benefits payable under social security or pension funds. “Total remittances and transfers to non-profit institutions serving households (NPISHs)” includes all cross-borders transfers benefiting household directly (total remittances) or indirectly (through NPISHs) (IMF, 2009b).
Resilience The ability of a system, community or society exposed to hazards to resist, absorb, accommodate, adapt to, transform and recover from the effects of a hazard in a timely and efficient manner, including through the preservation and restoration of its essential basic structures and functions through risk management (United Nations, 2016).
Revealed comparative advantage in exports Revealed comparative advantage in exports is the proportion of a country group’s exports by service category divided by the proportion of world exports in the corresponding category.
RFA Regional Financial Agreements
RHS Right Hand Side
RO/RO ships Roll-on/Roll-off ships are cargo ships which are used to transport wheeled cargo, such as cars, buses, etc.
RTA Regional Trade Agreement. Refer to reciprocal trade agreement between two or more partners, not necessarily belonging to the same region. RTA is an exception to the WTO rule of non-discrimination. WTO members are permitted to enter into an RTA under specific conditions. (WTO, 2023a). WTO members are obliged to notify the RTAs in which they participate. All of the WTO's members have notified participation in one or more RTAs (some members are party to 20 or more). Notifications may also refer to the accession of new parties to an agreement that already exists.
SAR Special Administrative Region
SASB Sustainability Accounting Standards Board
SDFA Sustainable Development Finance Assessment
SDG Sustainable Development Goal
SDG index SDG Index is a global assessment of countries' progress towards achieving the Sustainable Development Goals. It is a complement to the official SDG indicators and the voluntary national reviews (SDG Index, 2023).

SDR Special Drawing Rights (SDR) (IMF, 2021)
SEGIB Ibero-American General Secretariat
Sendai Framework for Disaster Risk Reduction The Sendai Framework for Disaster Risk Reduction (UNDRR, 2015) is a global agreement endorsed by member states following the 2015 Third UN World Conference on Disaster Risk Reduction. It aims to guide actions to reduce disaster risk and increase the resilience of communities and countries to disasters. The framework outlines seven global targets to be achieved by 2030, namely, the substantial reduction of: (I) global disaster mortality, (II) number of affected people globally, (III) direct economic loss in relation to GDP. These indicators are also included in the 2030 Agenda. The framework also aims to increase the number of countries with national and local disaster risk reduction strategies, enhance international cooperation in developing countries, and increase the availability of and access to multi-hazard early warning systems.
Serological tests Tests that do not detect the virus itself but instead detect antibodies produced in response to an infection.
Seroprevalence Level of a pathogen in a population, as measured in blood serum.
SFM Stochastic frontier model
SG Secretary General
Shadow economy The shadow economy includes all economic activities which are hidden from official authorities for monetary, regulatory, and institutional reasons (Medina and Schneider, 2018).
Shallow Trade Agreements Shallow Trade Agreements are reciprocal agreements between countries that cover tariffs and other border measures.
Short-term debt Debt liabilities having a maturity of one year or less; maturity can be defined on an original or reminaing basis (IMF, 2014). Interests in arrears on long-term debt are included within short-term debt.
SIDS

Small island developing states (SIDS) were recognized as a distinct group of developing countries at the Earth Summit in Rio de Janeiro in June 1992. More information on UNCTAD official page.

SIDVS Small island developing and vulnerable states
Simple average MFN tariff Simple average of MFN applied duties.
SITC Standard International Trade Classification. The commodity groupings of SITC reflect (a) the materials used in production, (b) the processing stage, (c) market practices and uses of the products, (d) the importance of the commodities in terms of world trade, and (e) technological changes.
SITS Statistics of International Trade in Services
SME Small- and medium-sized enterprise
SNA System of national accounts
Soft infrastructure Ideas and conceptual frameworks that give shape and direction to what is eventually physically manifest (FutureStructure, 2013).
SPS Sanitary and phytosanitary measures (SPS): Any measure applied: (a) to protect animal or plant life or health within the territory of the trade partner from risks arising from the entry, establishment or spread of pests, diseases, disease-carrying organisms or disease-causing organisms; (b) to protect human or animal life or health within the territory of the trade partner from risks arising from additives, contaminants, toxins or diseases causing organisms in foods, beverages or feedstuffs; (c) to protect human life or health within the territory of the trade partner from risks arising from diseases carried by animals, plants or products thereof, or from the entry, establishment or spread of pests; or (d) to prevent or limit other damage within the territory of the trade partner from the entry, establishment or spread of pests (UNCTAD, 2003).
SSA Sub-Saharan Africa
SSC

Broad framework of collaboration among countries of the Global South in the political, economic, social, cultural, environmental and technical domains. It includes trade, FDI, regional integration efforts, technology transfers, sharing of solutions and experts, and other forms. Involving two or more developing countries, it can take place on a bilateral, regional, intraregional or interregional basis  (UNOSSC, 2020).

Stocks-to-use ratio Stocks-to-use ratio for a given commodity in an economy is the ratio of market-year ending stock over domestic consumption (Bobenrieth et al., 2013). For the world it is as world stocks divided by world use.
Structural transformation Structural transformation or change can be broadly defined as the reallocation of economic activity across three broad sectors, agriculture, manufacturing and services, which accompanies the process of economic growth (Kuznets, 1966). It usually refers to the transfer or shift of production factors — especially labour, capital and land — away from activities and sectors with low productivity to those with higher productivity, which are typically different in location, organization and technology (UNCTAD, 2006; Rodrik, 2013).
sustainability of fisheries Sustainability of fisheries is measured by SDG indicator 14.4.1. A fish stock that can produce the maximum sustainable yield (MSY) is classified as biologically sustainable. In contrast, when the abundance of the fish stock falls below the MSY level, the stock is considered biologically unsustainable (FAO, 2023).
Sustainability report Sustainability report is a document published by an entity describing the economic, social, environmental impacts caused by its activities; it is composed of a certain number of disclosures along the main pillars of sustainable development (GRI, 2019).
Tariff line A single item in a country’s tariff schedule (United Nations, 2021a).
Tariff peak A single tariff or a small group of tariffs that is/are particularly high.
Tariffs Tariffs “are customs duties on merchandise imports, levied either on an ad valorem basis (percentage of value) or on a specific basis (e.g. $7 per 100 kg). Tariffs can be used to create a price advantage for similar locally produced goods and for raising government revenues. Trade remedy measures and taxes are not considered to be tariffs.” (United Nations, 2021a)
TBT Technical barriers to trade (TBT) are measures referring to technical regulations, and procedures for assessment of conformity with technical regulations and standards.
TDB UNCTAD Trade and Development Board
TEU Twenty-foot Equivalent Unit
TFA The WTO Agreement on Trade Facilitation came into force on 22 February 2017 following its ratification by two-thirds of the WTO membership. The TFA contains provisions for expediting the movement, release and clearance of goods, including goods in transit. It also sets out measures for effective cooperation between customs and other appropriate authorities on trade facilitation and customs compliance issues. It further contains provisions for technical assistance and capacity building in this area.
Tier I Tier I means that a SDG indicator has been classified by the IAEG-SDG as being conceptually clear, has an internationally established methodology and standards are available, and data are regularly produced by countries for at least 50 per cent of countries and of the population in every region where the indicator is relevant.
Tier II indicator SDG indicator that is conceptually clear, has an internationally established methodology and standards are available, but data are not regularly produced by countries (United Nations Statistics Division, 2020).
Tier III indicator SDG indicator for which there is no internationally established methodology or standards yet available, but methodology or standards are being (or will be) developed or tested (United Nations Statistics Division, 2020).
TORs Terms Of References
TOSSD Total Official Support for Sustainable Development
Total resource flows In the context of the IAEG-SDG, these flows quantify the overall expenditures that donors provide to developing countries, including official and private flows, both concessional and non-concessional. Specifically, they include ODA, OOFs and private flows (United Nations, 2021a).
Tourism direct GDP Tourism direct GDP measures direct contributions of tourism to the national economy, since tourism does not exist as a separate industry in the standard industrial classification. Instead, it is embedded in various other industries. (no SDG metadata)
Tourism sector Tourism sector is the cluster of production units in different industries that provide consumption goods and services demanded by visitors. Such industries are called tourism industries because visitor acquisition represents such a significant share of their supply that in the absence of visitors, the production of these would cease to exist in meaningful quantities (UNWTO and ILO, 2014).
TP Transition Pathways
Trade in services In the international trade in services context, services are understood as the result of a production activity that changes the conditions of the consuming units or facilitates the exchange of products or financial assets (IMF, 2009a). Following the balance-of-payments classification, trade in services refers to manufacturing services, repair services, transport, travel, construction, telecommunications, computer services, financial services, insurance, intellectual-property related and other business services, as well as personal and cultural services, and government services.
Trade misinvoicing Trade misinvoicing refers to the act of misrepresenting the price or quantity of imports or exports in order to hide or accumulate money in other jurisdictions (United Nations, 2021b).
TRAINS Trade Analysis and Information System
TRIPS Trade Related Aspects of Intellectual Property Rights (TRIPS)
TTRI Tariff trade restrictiveness index (TTRI) is an index measuring the average level of tariff restrictions imposed on imports.
TWG Technical Working Group
UN -Habitat United Nations Human Settlements Programme
UN Women UN Women is the United Nations entity dedicated to gender equality and the empowerment of women (UN Women).
UNCCD United Nations Convention to Combat Desertification
Underground economy Underground production consists of activities that are productive in an economic sense and quite legal (provided certain standards or regulations are complied with), but which are deliberately concealed from public authorities for the following reasons: (i) to avoid the payment of income, value added or other taxes; (ii) to avoid payment of social security contributions; (iii) to avoid meeting certain legal standards such as minimum wages, maximum hours, safety or health standards, etc; or (iv) to avoid complying with certain administrative procedures, such as completing statistical questionnaires or other administrative forms (United Nations et al., 2009).
Undernourishment For the purposes of SDG Indicator 2.1.1, undernourishment is defined as a dietary energy intake that is below what is needed to retain a minimum acceptable BMI at low physical activity. The prevalence of undernourishment in a population is estimated based on mean and variation of consumption in calories in that population (United Nations, 2022b).
UNDESA United Nations Department of Economic and Social Affairs
UNDP United Nations Development Programme
UNDRR United Nations Office for Disaster Risk Reduction
Unemployment The unemployed comprise all persons of working age who were: (a) without work during the reference period, i.e. were not in paid employment or self-employment; (b) currently available for work, i.e. were available for paid employment or self-employment during the reference period; and (c) seeking work, i.e. had taken specific steps in a specified recent period to seek paid employment or self-employment. Future starters, that is, persons who did not look for work but have a future labour market stake (made arrangements for a future job start) are also counted as unemployed, as well as participants in skills training or retraining schemes within employment promotion programmes, and persons “not in employment” who carried out activities to migrate abroad in order to work for pay or profit but who were still waiting for the opportunity to leave (ILO, 2020).
UNEP United Nations Environment Programme
UNESCO United Nations Educational, Scientific and Cultural Organization
UNESCO UIS United Nations Educational, Scientific and Cultural Organization Institute of Statistics
UNFCCC United Nations Framework Convention on Climate Change
UNFPA United Nations Population Fund
UNGC United Nations Global Compact (UNGC) is a voluntary initiative based on company-level commitments to adopt sustainability and socially responsible principles and to take steps to support UN goals (United Nations Global Compact, 2020).
UNICEF United Nations Children's Fund
UNITAR United Nations Institute for Training and Research
UNODC United Nations Office on Drugs and Crime
UNOG United Nations Office in Geneva
UNOSSC United Nations Office for South-South Cooperation
UNSD United Nations Statistics Division
UNSDCF United Nations Sustainable Development Cooperation Framework
UNU-EHS United Nations University Institute for Environment and Human Security
VAR Vector autoregression
W Watt
WCO World Customs Organization
WEF World Economic Forum
WEI Women’s Empowerment Index is a composite index that measures the level of women’s empowerment across five dimensions: life and good health (two indicators); education, skill-building and knowledge (two indicators); labour and financial inclusion (two indicators), participation in decisionmaking (three indicators); and freedom from violence (one indicator).
Weighted mean applied tariff The average of effectively applied rates weighted by the product import shares corresponding to each partner country (World Bank, 2022a).
Weighted tariff-average Weighted average of tariffs applied to imports of goods in HS chapter 01-97. The tariffs are weighted by the value of the imported goods to which they are applied. It is expressed as percentage of the value of goods imported. The average level of customs tariff rates applied worldwide can be used as an indicator of the degree of success achieved by multilateral negotiations and regional trade agreements. See metadata for indicator 17.10.1 (United Nations, 2021a).
WFP World Food Programme
WHO World Health Organization
WMO World Meteorological Organization
WRI World Resources Institute
WTO World Trade Organization
WTO TFA World Trade Organization Agreement on Trade Facilitation (WTO TFA)

References

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The data-informed path to bridging the gender gap in trade /gender/ Thu, 23 May 2024 08:18:10 +0000 /?p=11825

Gender inequality persists globally, impacting economic participation, education, health, and political empowerment, affecting women’s lives globally. Despite advancements, significant disparities remain. In 2023, UN Women estimated that at the current rate, it will take 286 years to close gender gaps in legal protection, 140 years for women to be represented equally in positions of power and leadership, and 47 years to attain equal representation in national parliaments -—
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The UNCTAD ministerial meeting, in Bridgetown, concluded that policies need to go beyond encompassing a gender perspective and actively promote the inclusion and empowerment of women and youth -—
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. The ministers underscored the importance of gender-disaggregated data to build the evidence base for such policies. This SDG Pulse In Focus represents commitment to this work, and UNCTAD has spearheaded efforts to advance this area, including through the release of the first ever set of gender equality in trade indicators in July 2024.

The indicators are calculated based on data derived from international databases include employment and earnings by sex in tradable sectors, trade-intensive and trade-dependent industries. These data enable for the first-time to gain insights about international trade from a gender perspective across the world.

Women are concentrated in the services sector, which has seen faster trade growth than goods since 2011.

Globally, women employees are underrepresented in tradable sectors, representing only 36 per cent of persons employed in tradable sectors in developed and 39 per cent in developing economies. However, their employment in the trade of services has increased at a faster rate than men’s, highlighting the potential for trade in services to enhance women's economic empowerment, particularly in regions like Africa, Asia, and Oceania. Women’s contribution to domestic value added in exports still lags significantly behind men’s, though it is higher in services exports compared to agriculture and industry. Understanding these emerging patterns to inform effective policy actions will require further country-specific analyses to identify drivers and barriers to women’s participation in high value-added sectors unique to each economy.

Leveraging trade as a catalyst for economic empowerment

Trade plays a crucial role in economic growth and poverty reduction. Thus, inequalities in trade participation and in the distribution of benefits significantly impact people’s lives. In the last three decades, the global poverty rate fell from 38 per cent in 1990 to just below 9 per cent in 2022 -—
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. Despite the positive long-term trends, the distributional impacts of trade have not been equal across and within economies and populations.

Furthermore, recently these trends got disrupted by the pandemic, war and crises. An estimated 23 million more people were living in extreme poverty in 2022 compared to 2019 -—
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. Understanding the complex relationship between the economy, trade and gender equality is essential for effective decision-making.

Less than 1 per cent of women and girls reside in a country with high women’s empowerment and gender parity.

UNCTAD's initial analysis reveals an association between trade openness and women’s economic empowerment. According to the GGPI and WEI indices less than 1 per cent of women and girls reside in a country with high women’s empowerment and gender parity (figure 1), mainly in Australia, Belgium, Denmark, Iceland, Norway, and Sweden, while developing economies, such as Iran, Iraq, Lebanon and Pakistan in Asia, and Benin and Nigeria in Africa lag behind. While the impact of trade liberalization on gender inequality depends on multiple factors, research shows several channels by which trade policy can improve gender equality in wages and employment -—
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. Liberalization can drive firms to adopt new technologies and reduce discrimination, making jobs less physically demanding and improving opportunities for women. However, changes in the sectoral structure of production due to liberalization can have both positive and negative effects on gender inequality.

Figure 1. Developed economies generally exhibit greater openness to trade together with enhanced women’s empowerment and gender equality Figure 1. Developed economies generally exhibit greater openness to trade together with enhanced women’s empowerment and gender equality

Source: UNCTAD calculations based on -—
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Note: GGPI and WEI were published by the UNDP in 2023. Values of GGPI and WEI greater than 0.6 are considered medium parity, and values greater than 0.8 are considered high parity. The UNCTAD’s trade openness index analyzes countries’ economic dependence on exports and imports. The bubble size refers to the trade openness index. Trade values correspond to the sum of exports and imports of goods and services.

While the importance of women’s economic empowerment for closing gender gaps is widely acknowledged, data to enable effective action to close gender gaps remains rare. This lack of data means that gender equality indices continue to limit the focus of economic empowerment on the labour market and political participation -—
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.1 For instance, GII -—
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measures empowerment by gender gap in education and political representation. Like GII, WEI and GGPI -—
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also omit the dimension of international trade.2 The WEF's GGGI -—
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measures gender parity across four key dimensions, which do not mention trade. The lack of data makes it challenging to analyse the impact of trade on gender equality hindering effective policy making.

Global value chain integration increased the likelihood of women being business owners and employees.

Trade significantly influences employment and business opportunities of women and men, their income, social status, welfare, and equality. Export-oriented industries such as textiles and apparel, often employ a large number of female workers -—
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, making up to 33 per cent of the workforce of exporting firms in developing economies, compared with just 24 per cent of non-exporting firms -—
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However, trade can also exacerbate existing gender inequalities, particularly if accompanying trade policies do not include measures to address social and economic inequalities. Women working in global value chains often occupy low-skill and non-managerial jobs, despite being more likely to hold formal jobs -—
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New data linking initiatives to bridge the gap

Despite the urgent need to analyse trade from a gender perspective, only a few countries regularly compile sex-disaggregated indicators linked to international trade, and some countries do so on an ad hoc basis. For example, Finland and New Zealand linked such data to find that women were underrepresented in international trade both as employees and business owners (See National efforts to produce statistics on gender and trade). Some countries have also collected additional data by specialized surveys on trade and gender, such as Chile -—
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and some international organizations, like the World Bank, support countries by carrying out such surveys. These can provide more in-depth information on trade barriers or informal cross-border trade to inform policy but may be costly to carry out.

Prompted by the Buenos Aires declaration -—
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and collaboration with pioneering countries and organizations, UNCTAD developed the ‘Conceptual Framework for the Measurement of Gender Equality in Trade' -—
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released last year and the 2024 release of a global analytical dataset on gender equality in trade, represent significant strides toward addressing the data gaps with countries and partners (See UNCTAD in Action: Gender and Trade). These indicators and the related analysis are intended to inform more gender-inclusive trade policies.

Women continue to be underrepresented in trade across regions

African countries exhibit the lowest gender employment gap in tradable sectors, with women comprising 42 per cent of employees compared to 58 per cent for men.

Women’s underrepresentation in tradable sectors is evident across regions, as indicated by UNCTAD’s data (figure 2). 36 per cent of employees in tradable sectors are women in developed economies compared to 39 per cent in developing economies. Notably, African countries exhibit the lowest gender employment gap in tradable sectors, with women comprising 42 per cent of employees compared to 58 per cent for men.

Figure 2. Women employees are underrepresented in tradable sectors across regions, 2022 Figure 2. Women employees are underrepresented in tradable sectors across regions, 2022
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Notes: Classification of tradable and non-tradable sectors is derived based on -—
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. Tradable sectors include agriculture (ISIC Rev. 4 - A), industry (B, C, D, E), transport, information and communication (H, J), financial and insurance activities (K), and other services (R,S,T,U). Non-tradable sectors include construction, distributive trade, repairs, accommodation, food services activities (F, G, I), real estate activities (L), business services (M, N), and public administration (O, P, Q). Transportation is also included among tradable sectors, because international transport is considered to be a key enabler of international trade -—
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Disproportionate burden of care and household work and women’s higher participation in low productivity work are major constraints to women's full economic empowerment.

Women face barriers to trade participation, such as unequal access to resources, limited training opportunities, and cultural constraints. UNCTAD’s studies also highlight the disproportionate burden of care and household work and women’s higher participation in low productivity work are major constraints to women's full economic empowerment -—
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, and female business owners face higher trade barriers and limited access to finance, which further restricts their business growth and access to international markets -—
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Analysis of OECD countries revealed that 11 per cent of women-led firms export internationally compared to 19 per cent of men-led firms. However, once involved in exports, women-led firms do so to a similar or larger number of countries than firms led by men, suggesting the particular importance of policies aimed at removing entry barriers for women entrepreneurs -—
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. Gender-blind trade policies may exacerbate these inequalities, also in access to market information and trade networks, hindering women’s ability to participate effectively in trade.

Services trade offers increasing potential for women’s economic empowerment

Women are concentrated in the services sector in all regions. Figure 3 shows a rising share of services as an employer of both women and men from 1991 to 2022 in all regions. The shift to services is also mirrored in international trade as growth of trade in services is surpassing that of goods since 2011 -—
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. Developing economies in Africa, Asia and Oceania have potential for growth in services with opportunities for expanding women’s contribution to the economy.

Figure 3. Women's employment in services increased at a faster rate than men's since 1991 Figure 3. Women's employment in services increased at a faster rate than men's since 1991
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Low technology-intensive industries typically employing more women often face higher tariffs on imported inputs than other industries.

In manufacturing, high shares of female employment typically align with whether an industry is capital-intensive (technology-dependent) or labour-intensive. Low technology-intensive industries which typically employ more women (termed feminization of labour), such as food and beverages and textiles, often face higher tariffs on imported inputs than other industries. Such tariffs can elevate trade costs and hinder the competitiveness of sectors that offer employment opportunities for women -—
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. For instance, data show that the United Republic of Tanzania exhibited a high share of female employees, 54 per cent in 2020, in its low technology-intensive industries, such as food, beverages and textiles. In contrast, the share of women in medium-high and high technology-intensive sectors, was substantially lower at 10 per cent in 2020. Another example is Cambodia, where female share in low-technology industries, such as wearing apparel and leather products, was high at 67 per cent in 2021, compared to medium-high and high technology-intensive industries where female share of labour was 48 per cent in the same year (figure 4).

Figure 4. Share of female employees is higher in low technology-intensive manufacturing industries compared to more capital-intensive industries Figure 4. Share of female employees is higher in low technology-intensive manufacturing industries compared to more capital-intensive industries
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Note: The year for the reported employment varies from 2009 to the latest available. Technology classification is based on R&D expenditure incurred in the production of manufactured goods -—
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Women produce 20-40 per cent of total export value depending on region

In Africa women only produced one fourth of the total generated exported value.

Women’s contributions to domestic value added in gross exports lag behind men’s across all regions. This indicates that women’s contribution to the production of goods and services exported worldwide still trails that of men (figure 5). For example, in 2020 women’s largest contribution to domestic value added in gross exports was estimated at 40 per cent in developed economies, while in Africa women only produced one fourth of the total generated exported value. In developing Americas and developing Asia and Oceania, men’s contributions were nearly double that of female generated domestic value added in gross exports.

Figure 5. Women’s contributions to domestic value added in gross exports lag behind men’s across all regions, 2020 Figure 5. Women’s contributions to domestic value added in gross exports lag behind men’s across all regions, 2020
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Note: Aggregated figures are based on data on employment and trade in value added for 76 economies. This analysis assumes that there are no differences in gender distribution between exporting and non-exporting firms. The proportions of male and female contributions to domestic value added are calculated assuming homogeneity in labour intensity, skills, etc., thereby stating that women represent a comparable share of value added to their proportion in employment.

Women’s domestic value added is higher in services exports compared to agriculture and industry in most regions.

Analysis by sectors reveals an intriguing pattern: women’s domestic value added is higher in services exports compared to agriculture and industry in most regions (figure 6). This suggests that trade in services offers greater opportunities for women to contribute to exports in developed economies, developing Africa and the Americas. For instance, in developed economies women’s domestic value added in services nearly equals men’s, whereas their contribution to agriculture and industry exports is approximately one third of that of men’s.

Figure 6. In most regions, women’s domestic value added is higher in services gross exports compared to agriculture and industry, 2020 Figure 6. In most regions, women’s domestic value added is higher in services gross exports compared to agriculture and industry, 2020
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Note: Aggregated figures are based on data on employment and trade in value added for 76 economies. This analysis assumes that there are no differences in gender distribution between exporting and non-exporting firms. The proportions of male and female contributions to domestic value added are calculated assuming homogeneity in labour intensity, skills, etc., thereby stating that women represent a comparable share of value added to their proportion in employment.

To further explore women’s contribution to higher value-added exports, the analysis examines exports of goods and services that add more than 50 per cent to the domestic value added in exports. Figure 7 shows that women's share of employment is higher in economies where services exports contribute more than 50 per cent to the domestic value added, compared to economies where goods exports contribute more than 50 per cent. This supports WTO’s argument that services trade may benefit women in the labour market, as services sectors exhibit greater gender balance than manufacturing or mining -—
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Figure 7. Economies with high exported value added from services show greater female employment rates compared to goods-producing industries Figure 7. Economies with high exported value added from services show greater female employment rates compared to goods-producing industries
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Note: The year for the reported employment varies from 2008 to 2020 based on the latest available with most data reported for 2019 or later. Country data for high-exported value added – i.e. sectors contributing more than 50% to the domestic value added in gross exports. Sectors are aggregated into two groups: goods (primary goods and manufacturers) and services.

While UNCTAD’s first set of trade and gender indicators show that women are still underrepresented in tradable sectors and contribute less to creating domestic value added content in exports across regions, a sectoral analysis reveals opportunities to catalyse trade for women’s economic empowerment. Trade in services presents an opportunity for women to contribute to the growth of exports in most regions. Nevertheless, a further in-depth analysis can help to identify specific drivers and bottlenecks of women’s contribution to high-value sectors unique to each economy. This approach requires country-level linking of micro-data to enable more accurate insights to inform policy action, such as the following examples of UNCTAD’s collaboration with Finland and Georgia.

Women’s contribution to domestic value-added exports in Finland

A small open economy like Finland benefits from globalization and foreign trade significantly. The share of exports in GDP is high up to 30 per cent, but the benefits of trade are unevenly distributed between businesses, employees and consumers -—
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. Statistics show a high concentration of exports in the largest enterprises, and higher salaries paid by trading firms compared to others. Importantly, the study showed that women work less often in trading companies, and only one fifth of businesses engaged in exports are female owned.

Gender gap widens as firm size increases.

Statistics Finland releases annually experimental statistics on trade in value added. These can be compiled by linking existing data sources without additional data collection. An analysis of domestic value added embodied in exports, whether through direct or indirect export dependencies, reveals insights into the role of firms and export-supported jobs (figure 8). While larger enterprises in Finland provide many jobs supported by exports, the proportion of jobs that are export-supported is smaller in the largest enterprises, since they often engage with smaller intermediaries to produce intermediate goods for them.3

The global value chain analysis reveals that in Finland women’s share of jobs supported by exports is 32 per cent compared with 38 per cent for men. Interestingly, while export-supported jobs in micro-firms are almost equally distributed between women (20 per cent) and men (21 per cent), the gender gap widens as firm size increases. In large firms, 30 per cent of women’s jobs are supported by exports compared to 43 per cent of men’s jobs.

Figure 8. Finland’s women’s contribution to domestic value added is lower than men’s contribution with widening gap in larger firms, 2021 Figure 8. Finland’s women’s contribution to domestic value added is lower than men’s contribution with widening gap in larger firms, 2021
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Women’s employment, wages and entrepreneurship in trade in Georgia
Gender aspects of trade statistics become very relevant to addressing issues related to welfare and equality. There’s high interest from state institutions, international partners and non-governmental organizations,Gogita Todradze, executive director of Georgia’s National Statistics Office

Georgia was the inaugural pilot country supported by UNECE and UNCTAD in developing sex-disaggregated trade indicators through microdata linking (See UNCTAD in Action: Gender and Trade).4 This involved linking annual goods trade data with key sex-disaggregated variables from business statistics and the structure of earnings survey. The linked company-employee data represented over 85 per cent of both exports and imports value in Georgia.

High-skill female workers face less gender inequalities.

The study revealed gender gaps in employment and wages. Women-to-men employment ratios in trading companies ranged from 57 to 64 per cent over the five-year period, while the gender pay gap fluctuated between 30 and 35 per cent. Further analysis by skill levels indicated that high-skill workers had the lowest gender pay gap (18 per cent for importers, 31 per cent for two-way traders), while the gaps for managers and low-skill workers were between 38 and 45 per cent. Gender indicators disaggregated by skill levels highlighted that, generally, high skilled female workers experienced less disparity in trade, both in their employment and pay (figures 9 and 10). Higher education levels could protect women from some gender inequalities.

Figure 9. Gender employment gap in trading companies is lowest among high-skilled workers in Georgia, 2017 Figure 9. Gender employment gap in trading companies is lowest among high-skilled workers in Georgia, 2017
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Note: Two-way traders are defined as firms involved in both exports and imports of goods.

Figure 10. Gender pay gap is the highest among low-skilled workers in trading enterprises in Georgia, 2017 Figure 10. Gender pay gap is the highest among low-skilled workers in trading enterprises in Georgia, 2017
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Note: Two-way traders are defined as firms involved in both exports and imports of goods.

The data linking exercise also facilitated the analysis of female and male entrepreneurs in trade. It revealed that men own trading companies five times more often than women (figure 11). Drawing on these data insights, Georgia plans to include gender-in-trade statistics in its regular statistical production to inform design of policies that encourage women entrepreneurship, as well as increase job opportunities and wages for women in international trade.

Figure 11. In Georgia, men own five times more trading companies than women, 2017 Figure 11. In Georgia, men own five times more trading companies than women, 2017
Percentage

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, jointly with UNCTAD and UNECE.

Note: Two-way traders are defined as firms involved in both exports and imports of goods.

More inclusive economies reach higher productive capacities

Enhancing a country’s productive capacities — comprising of human and natural capital, energy, transport and ICT capacities, well-functioning institutions and private sector, and structural change — fuels inclusive economic growth and resilience. Investments in productive capacities yield immediate economic benefits but also lay the groundwork for sustained growth by creating jobs, enhancing skills, and promoting equitable development. Generally, the propensity to build productive capacities is higher in countries with well-crafted and informed economic, trade, industrial, as well as science and technology policies -—
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The strong relationship between inclusive growth and productive capacities is illustrated in figure 12. It also shows that economies with higher PCI scores primarily consist of developed economies that rank high on the IGI equality dimension, which measures labour and political participation, income distribution, education, and gender distribution of social reproduction. Among developing economies, Asia and Oceania demonstrate higher average equality scores, whereas African economies exhibit significant diversity in equality, suggesting that women’s productive capacities have not been optimally developed and utilized -—
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. As countries bolster their productive capacities, their growth tends to be more inclusive compared to those with lower PCI scores.

Figure 12. Developed economies reveal higher PCI and IGI equality scores in 2021 Figure 12. Developed economies reveal higher PCI and IGI equality scores in 2021

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Note: The figure compares overall PCI scores (x-axis) and IGI equality scores (y-axis). The size of the bubbles refers to the overall IGI scores. IGI is composed of four dimensions – economy, living conditions, equality and environment.

Productive capacities could be enhanced by women's higher engagement in services trade (or exports).

Domestic value added in gross exports is closely linked to productive capacities because it reflects the extent to which a country's domestic resources, capabilities and production processes contribute to the final goods and services that are exported. In 2020, total value added, as measured by domestic value added in gross exports, is estimated at almost $15 trillion globally, with 3 per cent generated in agriculture, 56 per cent in industry and 42 per cent in services -—
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. Figure 13 shows the relationship between productive capacities and women’s contribution to domestic value added by sector. Developing economies with lower PCI scores show higher contribution of women to domestic value added in agriculture than in other sectors. Developing economies with low female contribution to domestic value added in services are predominantly countries with lower female labour force participation, such as Bangladesh, Egypt, India, Jordan, Myanmar and Pakistan.

Figure 13. Developed economies reveal higher PCI scores and higher contribution of women to domestic value added in gross exports in services Figure 13. Developed economies reveal higher PCI scores and higher contribution of women to domestic value added in gross exports in services

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Note: The year for the reported employment varies from 2015 to 2020 based on the latest available. Country data for high-exported value added – i.e. sectors contributing more than 50% to the domestic value added in gross exports. Sectors are aggregated into two groups: goods (primary goods and manufacturers) and services.

While a clear division between developed and developing economies exists in their productive capacities, some outliers, particularly in the service sector, warrant examination. To understand why some economies follow a different path, PCA was used to assess the main factors affecting gender inequality in trade. This analysis, based on 19 indicators (see table 1) for 62 economies available from the OECD TiVA database -—
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, not only identifies correlations among variables but also highlights similarities across countries regarding their strengths or weaknesses in gender equality.

The analysis identifies four principal components, namely education and social conditions (PC1), trade and labour participation (PC2) and political empowerment and participation in decision-making (PC3 and PC4) which explain 71 per cent of the total variance of gender equality. The first component mostly represents preconditions for trade participation for women and men: motivations, aspirations, resources, and constraints. The second points to their degree of involvement in trade. The third one stands for political empowerment and participation in various levels of decision-making.

Figure 14. Developed economies reveal higher gender equality in education and social conditions and in trade participation in contrast to developing economies Figure 14. Developed economies reveal higher gender equality in education and social conditions and in trade participation in contrast to developing economies

Source: Data for the analysis is collected from multiple sources, UNCTAD Gender-in-trade indicators -—
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Note: The figure shows gender equality in education and social conditions (PC1) on the x-axis and gender equality in trade and labour participation (PC2) on the y-axis.

Developed economies stand out as a relatively homogenous group with higher gender equality in education and social conditions and in trade participation with a stark contrast to developing economies (figure 14). They also boast better social conditions and higher women’s empowerment and wages.

In Cambodia, Lao PDR, Peru and Viet Nam, women participate significantly in industries and sectors heavily reliant on trade.

Various patterns of gender equality in trade emerge across different countries. In a cluster including Cambodia, Lao PDR, Peru and Viet Nam, women participate significantly in trade, particularly in industries and sectors heavily reliant on trade. Conversely, a group of economies represented on the right side of figure 14 (Bangladesh, Egypt, Jordan, India, Pakistan and Tunisia) faces unfavourable conditions for women’s economic participation, resulting in limited benefits from trade. Nordic and Benelux countries share similarities in high levels of women’s empowerment, institutional representation, education, and wages, grouping them together. Similarly, Eastern European economies demonstrate commonalities in high female labour force and trade participation. These diverse patterns highlight the complex interplay between gender equality, trade participation, and economic and social conditions across different regions.

Table 1. Summary of gender-relevant indicators used for the PCA analysis Table 1. Summary of gender-relevant indicators used for the PCA analysis
ComponentGender equality dimensionIndicator
PC 1Education and social conditionsRestricted access to productive and financial assets index (SIGI)
Adolescent birth rate (births per 1,000 women ages 15–19)
Discrimination in the family index (SIGI)
Ever-partnered women and girls subjected to physical and/or sexual violence by a current or former intimate partner in the previous 12 months (% ages 15–49)
Labour force participation rate among prime-working-age individuals who are living in a household comprising a couple and at least one child under age 6, female (% ages 25–54)
Population with completed secondary education or higher, female (% ages 25 and older)
Restricted physical integrity index (SIGI)
Women of reproductive age whose need for family planning is satisfied with modern methods (% ages 15–49)
Youth not in education, employment or training, female (% ages 15–24)
PC 2Trade and labour participationAverage monthly earnings of female employees in high exported value added industries (2017 PPP $)
Average monthly earnings of female employees in tradable sectors (2017 PPP $)
Share of female employees in high exported value added in industries (%)
Share of female employees in high export-intensive industries (%)
Share of female employees in top 5 export-intensive industries (country level) (%)
Share of female employees in tradable sectors (%)
PC 3 & 4Political empowerment and participation in decision-makingRestricted civil liberties index (SIGI)
Share of managerial positions held by women (%)
Share of seats held by women, local governments (%)
Share of seats held by women, parliament (%)

Source: Data for the analysis is collected from multiple sources, UNCTAD Gender-in-trade indicators -—
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Note: Indicators are grouped into gender equality dimensions based on the PCA results.

Trade policy as a driving force to bridge gender inequality gaps

Gender equality amplifies human progress, economic growth, and social development. Governments play a crucial role by allocating funds for essential services, investing in education, social support and legal reforms shaping policies and taking actions to enhance economic empowerment, and combatting gender-based barriers and violence.

An additional $360 billion per year is needed to achieve gender equality and women’s empowerment.

UNCTAD, jointly with UN Women -—
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, has estimated that the additional spending required to achieve gender equality is $360 billion each year in 48 developing economies from 2023 to 2030 -—
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.5 The total spending need is substantial, at $6.4 trillion per year, representing 21 per cent of the collective GDPs of these economies. Per person, the total cost is calculated at $1 383 annually. Notably, SIDS and LDCs face the highest requirements relative to the size of their economies, with 44 and 42 per cent of their GDPs, respectively. However, it is essential to recognize that achieving gender equality yields high synergies with all SDGs. Similar to investments in education, progress towards gender equality can catalyse advancements across various SDGs, such as eradicating poverty, alleviating hunger, and driving socio-economic progress by women’s equal participation in society.

Approximately one-fourth of RTAs incorporate gender-related provisions.

Trade policy is increasingly recognized as a means to address gender disparities and promote inclusive trade. Today, approximately one-fourth of RTAs incorporate gender-related provisions -—
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Incorporating stand-alone gender chapters in trade agreements has enhanced the visibility of gender issues in trade policymaking, especially through requirements to assess progress with agreed indicators. UNCTAD has developed ways to link statistical data to assess the gender impacts of trade agreements, with support by the European Commission -—
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. Compared to simple gender provisions, full-fledged gender chapters provide a higher level of detail for cooperation activities and capacity-building; and the institutionalization of monitoring activities. To date, only a handful of countries have signed FTAs with stand-alone gender chapters (table 2).

Data and analysis are key to understanding the complex dynamics essential for achieving more gender equal trade. These dynamics are shaped by various factors, including domestic labour markets, cultural norms, legal frameworks, international markets and economic fluctuations. Such interactions are highly country-specific, what works in one country may not yield results in another.

Table 2. FTAs with gender chapters Table 2. FTAs with gender chapters
Agreements with gender chaptersTypeYear
Chile-Uruguay FTABilateral2016
Chile-Argentina FTABilateral2017
Chile-Brazil FTABilateral2018
Chile-Ecuador FTABilateral2020
United Kingdom-Japan FTABilateral2020
Canada-Chile amended FTABilateral2019
Canada-Israel amended FTABilateral2019
United Kingdom-Australia FTABilateral2021
United Kingdom -New Zealand FTABilateral2021

Source: UNCTAD Trade, Gender and Development Programme

Trade agreements have the potential to significantly advance gender equality.

Trade agreements have the potential to significantly advance gender equality, particularly when they recognize and harness the transformative power of gender equality for our societies. Economies with higher productive capacities tend to achieve greater gender equality and more inclusive growth. Gender equality is essential for long-term structural transformation by improving human capital allocation, but sustainable economic development also relies on aggregate demand and macroeconomic policies. While the global dataset offers new insights into gender and trade, linking country-level micro-data is needed to inform effective policy action. Greater involvement of women and civil society representatives in negotiation and monitoring of trade agreements is critical to enhance positive outcomes of trade policies. UNCTAD supports governments in sensitizing trade officials to gender implications, enhancing data and analytical capacities, and carrying out ex ante impact assessments.

Informal cross-border trade is both an opportunity and a challenge
In West Africa, more than 60% of informal traders are women.

Informal cross-border trade serves as an important driver of development, especially for vulnerable populations and small-scale traders, many of whom are women. A study -—
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conducted at several border crossings in West Africa6 estimated that 61 per cent of informal traders were women. While it is a critical source of income and provides easy access to a greater variety of goods at lower prices, informality of this trade often results in underreporting, making it difficult to accurately gauge its scale and socioeconomic impact.

Women engaged in informal trade confront a myriad of challenges. A study in Malawi, Tanzania, and Zambia found numerous obstacles faced by women at the borders -—
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, such as lack of trade facilitation resulting in delays at the border, cumbersome processes, complex technical regulations, and costly procedures. These challenges disproportionately affect women who rely more heavily on public transportation and are more often subject to harassment and corruption at border posts and spend longer time to clear goods due to prolonged inspections -—
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Despite the pivotal role of informal cross-border trade, it remains largely excluded from official trade statistics, which poses a major challenge for assessing the magnitude of such trade and raising awareness of the situation faced by women informal traders. Informal cross-border trade is prevalent on the African continent with its value of approximately $10.4 billion (low estimate) and $24.9 billion (high estimate) -—
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Rwanda piloted the collection of informal cross-border trade data in 2009, with a full roll-out in 2012, to supplement official goods trade statistics collected by the customs.7 Since then, the national statistical office carries out monthly surveys at 17 official borders and 39 major crossings. At the end of each month, informal cross-border trade data, harmonized using HS codes, are extracted and used in the compilation of BOP, SNA and IMTS -—
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★ UNCTAD in Action ★

Gender and Trade

2 200 people trained on UNCTAD’s e-learning courses on trade and gender in 2015-2023.

Since 2015, UNCTAD’s e-learning courses on trade and gender have addressed the knowledge gap about how gender and trade interlink, and how trade policies can contribute to reducing gender inequalities, targeting especially developing and least developed countries. To date, nearly 2 200 people (62 per cent women) in 154 countries have benefitted from 25 iterations of the online course (figure 15). Participants speak about their experience in this video.

Figure 15. Over 60 per cent of people trained in UNCTAD’s e-courses on trade and gender were from Africa in 2015-2023 Figure 15. Over 60 per cent of people trained in UNCTAD’s e-courses on trade and gender were from Africa in 2015-2023

Source: UNCTAD Trade, Gender and Development Programme

Six countries compiled new indicators and more than 500 experts were trained.

UNCTAD spearheaded efforts on gender equality in trade statistics following the Buenos Aires Declaration -—
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which urged sharing methods and procedures for collecting and analysing gender-focused statistics related to trade. The resulting Conceptual Framework for the Measurement of Gender Equality in Trade -—
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was released in October 2018. Subsequently, UNCTAD, UNECA and UNECE collaborated in a UN Development Account project from 2020 to 2023 supporting National Statistical Offices to link existing statistical microdata and calculate new indicators for insights on gender equality in international trade. Six pilot countries – Cameroon, Georgia, Kazakhstan, Kenya, Senegal, and Zimbabwe – tested UNCTAD’s methodology, compiling experimental indicators measuring employment, wages and ownership of firms engaged in international trade disaggregated by sex.

This informed the development of Compilation Guidelines -—
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offering step-by-step instructions for compiling gender-in-trade statistics to enhance the understanding of the gender dimensions of trade and support evidence-based policymaking. From 2020 to 2023, UNCTAD, UNECA and UNECE held 6 national workshops, 4 regional workshops, and 1 intra-regional workshop. In total, 500 participants took part in these events, and the approach was shared with wider audiences at several gender and trade statistical events, as well as policy debates on mainstreaming gender in trade policy, including at the WTO Gender Research Hub (table 3). This video shares participants’ experience.

Table 3. UNCTAD trained more than 500 people in 11 events on gender and trade statistics Table 3. UNCTAD trained more than 500 people in 11 events on gender and trade statistics
Type of workshopNumber of workshopsTotal number of participants
Regional workshop4302
National workshops6188
Interregional training workshop132
Total11522

Source: UNDA project “Data and statistics for more gender-responsive trade policies in Africa, the Caucasus and Central Asia”

Increased capacity of over 500 small-scale traders in six countries.

Informal cross-border trade is largely driven by women as one of the few options available to them due to their time constraints, limited access to resources, and lower education levels. Despite their critical role, they often face challenges, such as regulatory barriers, high duties, poor border facilities, weak border governance, corruption and harassment, resulting in minimal benefits from trading.

Small-scale traders also encounter challenges beyond checkpoints, including information gaps on rules, regulations and market demand. Additionally, supply side obstacles such as difficulties in business registration and limited capital resources further impede their success.

To address these barriers, UNCTAD initiated a capacity-building programme for women in small-scale informal cross-border trade. The programme aims to raise awareness of trade rules and customs procedures, enhance entrepreneurial skills (see UNCTAD in Action on Empretec) and facilitate dialogue with border authorities. In 2019-2023, 18 workshops were delivered focusing on trade rules, customs procedures and entrepreneurship at 9 border crossings in Botswana, Kenya, Malawi, Mozambique, Tanzania and Zambia, benefiting 547 cross-border traders, most of which were women (map 1).

Map 1. Over 500 small-scale traders trained on trade procedures and entrepreneurship skills, 2019-2023 Map 1. Over 500 small-scale traders trained on trade procedures and entrepreneurship skills, 2019-2023

Source: UNCTAD Trade, Gender and Development Programme

International treaties and agreements related to gender equality

Numerous international agreements aim to promote gender equality, urging countries to safeguard women’s rights.

Figure 16. Timeline of international treaties and agreements related to gender equality Figure 16. Timeline of international treaties and agreements related to gender equality

Source: UNCTAD

The Convention on the Elimination of All Forms of Discrimination Against Women (CEDAW) is a landmark treaty adopted in 1979, obligating signatory states to combat discrimination against women in various fields, including politics, law, employment, education, and healthcare -—
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have significantly increased attention to women’s economic empowerment. The Addis Ababa Action Agenda recognizes women’s critical role in trade and calls for their equal and active participation -—
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Notes

  1. For instance, UNCTAD analysis of three major global gender equality indices (The Global Gender Gap Index (GGI), The Gender Inequality Index (GII), The Social Institutions and Gender Index (SIGI) revealed that none of them reported indicators related to trade.
  2. WEI is comprised of 10 indicators related life and good health (two indicators); education, skill-building and knowledge (two indicators); labour and financial inclusion (two indicators), participation in decision making (three indicators); and freedom from violence (one indicator). GGPI is a composite index that assesses the relative achievements between women and men in four dimensions: life and good health (one indicator); education, skill-building and knowledge (two indicators); labour and financial inclusion (two indicators); and participation in decision making (three indicators). Source: -—
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  3. This analysis is made in relation to the size of the producing firms, not exporting firms. When producing goods for exports, large firms typically use intermediate goods, which are either produced by other (smaller) firms domestically or imported.
  4. Georgia’s National Statistical Office was the first to take part in the UNDA project titled "Data and statistics for more gender-responsive trade policies in Africa, the Caucasus, and Central Asia".
  5. UNCTAD in partnership with UNDESA and UNDP calculated the costs along six key “transition pathways” that can amplify efforts and speed up progress towards the 2030 Agenda for Sustainable Development. In addition to these six pathways, UNCTAD is working with UN Women to estimate the cost of achieving gender equality for certain gender-related SDG indicators.
  6. The study covered the following border crossings: Noe-Elubo border (Côte d'Ivoire–Ghana); Afl­ao–Kodjoviakope (Ghana–Togo); Segbe–Kpoglo (Ghana–Togo); Hillacondji–Sanve econdji (Togo–Benin); Seme–Krake (Benin–Nigeria).
  7. In Rwanda, informal cross-border trade is defined as transactions in goods between residents and non-residents of the country that are not documented through official customs clearance system and ultimately not included in the official statistics. They constitute exports and imports of goods and exclude smuggled goods; transit goods; goods properly (100 per cent) declared and verified by the customs officials on declaration documents.

References

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Glossary 2023 /glossary-2023/ Tue, 14 Nov 2023 15:05:41 +0000 /?p=11710
°C The degree Celsius is the unit of temperature on the Celsius scale.
2G Second generation of cellular network technology
3G Third generation of cellular network technology
4G Fourth generation of cellular network technology
ABC Brazilian Cooperation Agency
Ad-valorem equivalent A tariff that is not a percentage of the price of the product (e.g. dollars per ton) can be estimated as a percentage of the price — the ad valorem equivalent. (WTO, 2021a)
Advanced reporting requirement Advanced reporting requirement represents a set of reporting elements, beyond the minimum reporting requirement, which demand additional information from companies in their sustainability reports for the purpose of measuring SDG indicator 12.6.1 (UNCTAD, 2019).
AfCFTA African Continental Free Trade Area
AGOA African Growth and Opportunity Act
Agriculture Orientation Index The Agriculture Orientation Index (AOI) for government expenditures is defined as the Agriculture share of Government Expenditure, divided by the Agriculture value added share of GDP, where Agriculture refers to the agriculture, forestry, fishing and hunting sector (United Nations, 2023a).
AI Artificial intelligence
Aid for Trade Measures aimed at assisting developing countries to increase exports of goods and services, to integrate into the multilateral trading system, and to benefit from liberalized trade and increased market access. It is considered as part of ODA. Effective Aid for Trade will enhance growth prospects and reduce poverty in developing countries, as well as complement multilateral trade reforms and distribute the global benefits more equitably across and within developing countries (WTO, 2006). It is measured as gross disbursements and commitments of total ODA from all donors for Aid for Trade (United Nations, 2021a).
Aid for Trade commitments Aid for Trade commitment is a firm obligation, expressed in writing and backed by the necessary funds, undertaken by an official donor to provide specified assistance to a recipient country or a multilateral organisation (OECD, 2021; AidFlows, 2019).
Aid for Trade disbursements Aid for Trade disbursements refer to the release of funds to or the purchase of goods or services for a recipient; by extension, the amount thus spent. Disbursements record the actual international transfer of financial resources, or of goods or services valued at the cost to the donor (OECD, 2021; AidFlows, 2019).
AIS Automatic identification system
ALDC Division for Africa, Least Developed Countries and Special Programmes
AMIS Agricultural Market Information System
AOSIS Alliance of Small Island States
Applied tariff The actual tariff rate in effect at a country’s border (including preferential rates).
ASYCUDA Automated System for Customs Data
Asymptomatic When a condition produces no symptoms, or a person shows no symptoms.
AU African Union
B2B Business to Business
B2C Business to Consumer
BAUS Business-as-usual scenario
BEPS Base erosion and profit shifting
Biodiversity Biodiversity refers to the diversity within species, between species and of ecosystems (UNEP, 2019).
BIT Bilateral Investment Treaty (BIT) is a type of international investment agreement (IIA) made between two countries regarding promotion and protection of investments made by investors from one country in the other country’s territory, which commits the host country government to grant certain standards of treatment and protection to foreign investors (nationals and companies of the other country) and their investments (UNCTAD, 2022).
Blended finance Blended finance combines concessional financing—loans that are extended on more generous terms than market loans— and commercial funding.
BoP Balance of payments
Broadband A general term meaning a telecommunications signal or device of greater bandwidth, in some sense, than another standard or usual signal or device. In data communications, this refers to a data transmission rate of at least 256 kbit/s. In the context of Internet, this can be delivered via fixed (wired) or mobile networks (ITU, 2014).
CAPI Computer assisted personal interview
Carbon intensity Carbon intensity is the amount of emissions of carbon dioxide (CO2) released per unit of another variable such as gross domestic product (GDP), output energy use or transport (IPCC, 2014).
Carbon price Carbon price is the price per unit of avoided or released carbon dioxide (CO2) emission, or its CO2 equivalent (IPCC, 2014).
Carbon tax Carbon tax is a levy on the carbon content of fossil fuels (IPCC, 2014).
CATI Computer assisted telephone interview
CBD Convention on Biological Diversity
CBERA The Caribbean Basin Economic Recovery Act
CCCT Commonwealth Caribbean Countries Tariff (CCCT) is a Preferential Trade Arrangements (PTAs) categorized as other type of PTAs. The provider of CCCT is Canada. CCCT entered into force on the 15th of June 1986 (WTO, 2021b).
CCSA Committee for the Coordination of Statistical Activities
CH4 Methane
Circular economy A circular economy is an economy where: (i) the value of materials in the economy is maximised and maintained for as long as possible; (ii) the input of materials and their consumption is minimised; and (iii) the generation of waste is prevented and negative environmental impacts reduced throughout the life-cycle of materials (UNECE and OECD, 2023).
Circular economy A circular economy is an economy where: (i) the value of materials in the economy is maximised and maintained for as long as possible; (ii) the input of materials and their consumption is minimised; and (iii) the generation of waste is prevented and negative environmental impacts reduced throughout the life-cycle of materials (UNECE and OECD, 2023).
Circular material use rate The circular material use rate is defined as the ratio of the circular use of materials to the overall material use.
Circular material use rate The [glossary-rate]circular material use rate[/glossary-rate] is defined as the ratio of the circular use of materials to the overall material use .
CIS Commonwealth of Independent States
CLEG Combined List of Environmental Goods (OECD)
CO2 Carbon dioxide (CO2) is a colourless, odourless and non-poisonous gas formed by combustion of carbon and in the respiration of living organisms (OECD, n.d.).
CO2e Carbon dioxide equivalent (CO2e) is a measure used to compare the emissions from various greenhouse gases based upon their global warming potential. It represents the quantity of carbon dioxide that has equal global warming potential as the given quantity of a greenhouse gas (OECD, n.d.).
COFOG Classification of the functions of government (United Nations, 1999)
Comply-or-explain approach Comply-or-explain approach is a reporting practice under which companies are invited to explain the reasons for not providing all requested information in their sustainability reports or for not publishing a sustainability report at all (UNCTAD, 2013).
Concessional loans Loans that are extended on terms substantially more generous than market loans. The concessionality is achieved either through interest rates below those available on the market or by grace periods, or a combination of these (OECD, n.d.).
Containerised transport Freight transport using intermodal containers of standard dimensions, i.e. containers that can be moved seamlessly between ships, trucks, trains and other modes of transport as well as storage. The two most used are the 20-foot and the 40-foot containers. They form the basis of the main units of measure currently applied in transport: the twenty-foot equivalent Unit (TEU) and the forty-foot equivalent unit (FEU). (World Shipping Council, 2020)
CoP Communication on Progress (CoP) is a voluntary, public report through which a company informs stakeholders about its efforts to implement the principles of the United Nations Global Compact (2013).
COP27 It is the 27th Conference of the Parties of the UNFCCC, held in November 2022 in Egypt.
COVID-19 COVID-19 is an infectious disease caused by the strain of coronavirus SARS-CoV-2 discovered in December 2019. Coronaviruses are a large family of viruses which may cause illness in animals or humans. In humans, several coronaviruses are known to cause respiratory infections ranging from the common cold to more severe diseases such as Middle East Respiratory Syndrome (MERS) and Severe Acute Respiratory Syndrome (SARS). The most recently discovered coronavirus causes coronavirus disease COVID-19 (WHO, 2020b).
COVID-19 death Defined for surveillance purposes as a death resulting from a clinically compatible illness in a probable or confirmed COVID-19 case, unless there is a clear alternative cause of death that cannot be related to COVID-19 disease (e.g. trauma). There should be no period of complete recovery between the illness and death. Further guidance for certification and classification (coding) of COVID-19 as cause of death is available in WHO (2020a).
CPC Central Product Classification. The latest version of this classification is CPC 2.1 (United Nations, 2022b)
CRED Centre for Research on the Epidemiology of Disasters
CSOs Civil society organizations (CSOs)
CSTD United Nations Commission on Science and Technology for Development
CTS Consolidated Tariff Schedules
DAC Development Assistance Committee
Data revolution Data revolution refers to the transformative actions needed to respond to the demands of a complex development agenda, improvements in how data is produced and used; closing data gaps to prevent discrimination; building capacity and data literacy in “small data” and big data analytics; modernizing systems of data collection; liberating data to promote transparency and accountability; and developing new targets and indicators (see http://www.undatarevolution.org/data-revolution/).
DCAs Development Cooperation Agencies
DDA Doha Development Agenda (DDA) refers to the latest Doha Round of world trade negotiations among the WTO memberships. The round is also known semi-officially as the Doha Development Agenda and was launched in November 2001. Its aim is to achieve major reform of the international trading system through the introduction of lower trade barriers and revised trade rules. The fundamental objective of DDA is to further liberalising trade in order to improve the trading prospects of developing countries. The main issues at stake are: Reforming agricultural subsidies; Ensuring that new liberalisation in the global economy respects the need for sustainable economic growth in developing countries; Improving developing countries' access to global markets for their exports (WTO, 2020b).
Debt service Payments made to satisfy a debt obligation, including principal, interest and any late payment fees (IMF, 2014).
Debt sustainability A country’s capacity to finance its policy objectives through debt instruments and service the ensuing debt (IMF, 2014).
DFQF Duty-free and quota free
DGDS Division on Globalization and Development Strategies
DIAE Division on Investment and Enterprise
Digital delivery Digital delivery refers to transactions that are delivered remotely over computer networks.
Digital trade Digital Trade is “all international trade that is digitally ordered and/or digitally delivered.
direct economic loss Direct economic loss is the monetary value of total or partial destruction of physical assets existing in the affected area. Direct economic loss is nearly equivalent to physical damage (United Nations, 2023a).
DITC Division on International Trade and Commodities, UNCTAD
DMFAS Debt Management and Financial Analysis System Programme
Doha Development Round Also called the Doha Development Agenda is a round of trade negotiations among WTO members launched in 2001 at the WTO’s Fourth Ministerial Conference in Doha, Qatar. A fundamental objective of the Doha round is to improve the trading prospects of developing economies. (WTO, 2022a)
DSSI Debt Service Suspension Initiative (World Bank, 2022b)
DTAs Deep trade agreements (DTAs) between countries that cover not just trade but additional policy areas, such as international flows of investment and labor, and the protection of intellectual property rights and the environment. Their goal is integration beyond trade, or deep integration.
DTL Division on Technology, Innovation and Trade Logistics
Duty-free Not subject to import tariffs.
E-commerce E-commerce is defined as the sale or purchase of goods or services, conducted over computer networks by methods specifically designed for the purpose of receiving or placing of orders. The goods or services are ordered by those methods, but the payment and the ultimate delivery of the goods or services do not have to be conducted online (UNCTAD, 2021e).
EBA Everything But Arms (EBA) is a European Commission’s ‘zero’ tariff initiative for LDCs covering all products except the arms trade.
ECA United Nations Economic Commission for Africa
ECLAC United Nations Economic Commission for Latin America and the Caribbean
ECOSOC Economic and Social Council
ECOWAS Economic Community of West African States
EEC Eurasian Economic Commission
Emission Emission is the discharge of pollutants into the atmosphere from stationary sources such as smokestacks, other vents, surface areas of commercial or industrial facilities and mobile sources, for example, motor vehicles, locomotives and aircraft (OECD, n.d.).
Employed in R&D in FTE Employed in R&D in FTE is the ratio of working hours spent on R&D during a specific reference period (usually a calendar year) divided by the total number of hours conventionally worked in the same period by an individual or by a group (OECD, 2015).
Empretec Empretec is a Spanish acronym which blends “emprendedores” (entrepreneurs) and “tecnología” (technology). The term was introduced in Argentina in 1988.
Energy intensity Energy intensity is the ratio between gross inland energy consumption and GDP. It measures how much energy is required to generate one unit of GDP.
ESCAP United Nations Economic and Social Commission for Asia and the Pacific
ESCWA United Nations Economic and Social Commission for Western Asia
ESG Environmental, social and governance
EU European Union
EVI Economic Vulnerability Index
Excess mortality Term used in epidemiology and public health to define the number of deaths which occurred in a given crisis above and beyond what we would have expected to see under ‘normal’ conditions. The WHO define ‘excess mortality’ as “mortality above what would be expected based on the non-crisis mortality rate in the population of interest. Excess mortality is thus mortality that is attributable to the crisis conditions. It can be expressed as a rate (the difference between observed and non-crisis mortality rates), or as a total number of excess deaths.” To calculate ‘excess mortality’ in a given period, the number of people who had died over this period is compared with the number expected to have died (WHO, 2008).
Export concentration index This index measures, for each product, the degree of export market concentration by country of origin. It tells us if a large share of commodity exports is accounted for by a small number of countries or, on the contrary, if exports are well distributed among many countries. The index ranges from 0 to 1 with higher values indicating more market concentration (UNCTAD, 2018a).
Export restrictiveness The average level of tariff restrictions imposed on a country’s exports as measured by the MA-TTRI.
Export subsidies Export subsidies refer to the granting of support by governments to some beneficiary entity or entities to achieve export objectives. Export subsidiesmay involve direct payments to a firm, industry, producers of a certain agricultural product etc. to achieve some type of export performance. In addition, export subsidies may include low-cost export loans, rebates on imported raw materials and tax benefits such as duty-free imports of raw material. They can also take the form of government financed marketing. Most subsidies have existed in agriculture (United Nations, 2022a).
External debt External debt is understood as outstanding amount of those actual current, and not contingent, liabilities that require payment(s) of principal and/or interest by the debtor at some point(s) in the future and that are owed to nonresidents by residents of an economy (IMF, 2014).
F-gases Fluorinated GHGs ('F-gases') include mainly: hydrofluorocarbons, perfluorocarbons, sulphur hexafluoride, and nitrogen trifluoride. They typically have relatively long lifetimes in the atmosphere and high global warming potentials (European Environment Agency, 2020)
FACTI International Financial Accountability, Transparency and Integrity for Achieving the 2030 Agenda
FAO Food and Agriculture Organization of the United Nations
FCI Financial conditions indicator
FDI Foreign Direct Investment (FDI) is an investment involving a long-term relationship and reflecting a lasting interest and control by a resident entity in one economy (foreign direct investor or parent enterprise) in an enterprise resident in an economy other than that of the foreign direct investor (FDI enterprise or affiliate enterprise or foreign affiliate) (UNCTAD, 2016).
FERDI Fondation pour les études et recherches sur le développement international (FERDI)
Fixed broadband Fixed broadband subscriptions refer to subscriptions to high-speed access to the public Internet (a TCP/IP connection), at downstream speeds equal to, or greater than, 256 kbit/s.
Food insecurity Food insecurity is a situation where an individual cannot reliably access or afford healthy food. The FAO describes a moderately food insecure person as someone who cannot afford a healthy diet. has experienced uncertainty about the ability to access food and is likely to skip meals occasionally because of lack of resources. A severely food insecure person has at times run out of food and has during the last year gone a whole day without food. For SDG indicator 2.1.2, food insecurity is estimated based on survey data using the Food Insecurity Experience Scale developed by FAO. It consists of eight questions pertaining to whether the respondents or their families have reduced the quantity or quality of consumed food over the last 12 months because of lack of resources. (FAO, 2022; United Nations, 2022a)
Food price anomalies Food price anomalies refer to abnormally high or low market prices for food commodities. The indicator relies on a weighted compound growth rate that accounts for both within-year and across-year price growth. The indicator directly evaluates growth in prices over a particular month over many years, taking into account seasonality in agricultural markets and inflation, allowing to answer the question of whether or not a change in price is abnormal for any particular period. The method is applied both to individual food commodities and to a basket of food items. It is measured by SDG indicator 2.c.1 (United Nations, 2022a).
FSIN Food Security Information Network
FTE Full Time Equivalent (FTE) unit of labour is the hours worked by one employee on a full-time basis. The concept is used to convert the hours worked by several part-time employees into the hours worked by an equivalent full-time employee (ideally the comparison is standardized for gender and industry sector).
G20 Group of Twenty
GATS General Agreement on Trade in Services
GATT The General Agreement on Tariffs and Trade (GATT) is a multilateral agreement, originally negotiated in 1947 in Geneva among 23 countries, to reduce tariffs and other trade barriers. It provides a framework for periodic multilateral negotiations on trade liberalisation (WTO, 2021c).
GATT-94 The GATT 1994 is contained in Annex 1A of the WTO Agreement. It incorporates by reference the provisions of the GATT 1947, a legally distinct international treaty applied provisionally from 1948 to 1995 (WTO, 2021c).
GCRG On 14 March 2022, UN Secretary-General António Guterres established of a Global Crisis Response Group on Food, Energy and Finance (GCRG) to coordinate the global response to the widespread impacts of the war in Ukraine.
GDP Gross domestic product (GDP) is an aggregate measure of production, income and expenditure of an economy. As a production measure, it represents the gross value added, i.e., the output net of intermediate consumption, achieved by all resident units engaged in production, plus any taxes less subsidies on products not included in the value of output. As an income measure, it represents the sum of primary incomes (gross wages and entrepreneurial income) distributed by resident producers, plus taxes less subsidies on production and imports. As an expenditure measure, it depicts the sum of expenditure on final consumption, gross capital formation (i.e., investment, changes in inventories, and acquisitions less disposals of valuables) and exports after deduction of imports (United Nations et al., 2009).
GERD Gross domestic expenditure on research and development
GFSN Global Financial Safety Net
GHG Greenhouse gas (GHG) is an atmospheric gas that lets the solar radiation reach the Earth’s surface, but absorbs infrared radiation emitted by the Earth and thereby leads to the heating of the surface of the planet. The main GHGs the concentrations of which are rising are CO2, methane, nitrous oxide, F-gases, and ozone in the lower atmosphere. (WMO, 2019)
GHS Global Health Security
GIEWS Global Information and Early Warning System on Food and Agriculture
GII Gender Inequality Index (GII) measures gender inequalities in three aspects of human development: reproductive health, measured by maternal mortality ratio and adolescent birth rates; empowerment, measured by proportion of parliamentary seats occupied by females and proportion of adult females and males aged 25 years and older with at least some secondary education; and economic status, expressed as labor market participation and measured by labor force participation rate of female and male populations aged 15 years and older (UNDP, 2020).
Gini index Gini index measures the extent to which the distribution of a variable over a population deviates from a perfectly equal distribution. A Gini index of zero represents perfect equality and 100, perfect inequality.
GLI Grubel-Lloyd Index (GLI) is calculated on products categorized as manufacturing intermediate inputs (e.g. parts and components), computed at the industry level (as defined by the 4 digit Harmonized System classification) and then aggregated at the sectoral level using bilateral trade shares. (UNCTAD, 2021a)
Global Diplomacy Index Global Diplomacy Index includes a full listing of all diplomatic representations abroad from 61 countries, for a total of 7320 missions (Lowy Institute, 2019).
Global Presence Index Global Presence Index is a composite index that assesses 130 countries along three pillars: economic (investments and exports of goods, services and energy), military (troops and military equipment) and soft power (development cooperation, education, science, technology, culture, sports, tourism and migration) (Elcano Royal Institute, 2020).
Global Soft Power Index Global Soft Power Index is a composite index calculated from extensive public opinion surveys and expert assessments, evaluating the soft power of 60 countries, mostly high- and middle-income economies, along seven pillars: business and trade, governance, international relations, cultural and heritage, media and communication, education and science, and people and values. The data collection of the 2020 index took place in autumn 2019.
GNI Gross national income
GNP Gross national product
Goods discharged Merchandise destined for import, also referred to as “inbound trade volumes”. (UNCTAD, 2021b)
Goods loaded Merchandise destined for export, also referred to as “outbound trade volumes”. (UNCTAD, 2021b)
GPT Generalized preferential tariff
GRI Global Reporting Initiative
GSP Generalized System of Preferences
Gt Gigaton
GTA Global Trade Alert
GVC Global value chain
GW A gigawatt (GW) is a unit of measurement of electrical power. It is equal to one billion watts.
GWP Global Warming Potential (GWP) is an index measuring the radiative forcing following an emission of a unit mass of a given substance, accumulated over a chosen time horizon, relative to that of the reference substance, CO2. The GWPthus represents the combined effect of the differing times these substances remain in the atmosphere and their effectiveness in causing radiative forcing (IPCC, 2014).
HDI Human development index
HICs High-income developing countries
HPCDPs Holistic Productive Capacities Development Programmes
HS The Harmonized System (HS) is an international nomenclature developed by the World Customs Organization, which is arranged in six-digit codes allowing all participating countries to classify traded goods on a common basis. Beyond the six-digit level, countries are free to introduce national distinctions for tariffs and many other purposes.
IAEG-SDG Inter-Agency and Expert Group on Sustainable Development Goals indicators
ICCS International Classification of Crime for Statistical Purposes
ICD International Classification of Diseases
ICT Information and communications technology (ICT) is a diverse set of technological tools and resources used to transmit, store, create, share or exchange information. These resources include computers, the Internet, live broadcasting technologies, recorded broadcasting technologies and telephony (UNESCO Institute for Statistics, 2020).
ICT goods ICT goods are those goods that are either intended to fulfil the function of information processing and communication by electronic means, including transmission and display, which use electronic processing to detect, measure and/or record physical phenomena, or to control a physical process (UNCTAD, 2021e).
ICT services ICT services are defined in the alternate aggregation of the ISIC Rev.4 as a component of the ICT sector and include software publishing, telecommunications, computer programming, consultancy and related activities, data processing, hosting and related activities, web portals, and repair of computers and communication equipment (UNCTAD, 2021e).
IDA International Development Association
IDB Integrated Data Base
IEA International Energy Agency
IFAD International Fund For Agricultural Development
IFC International Finance Corporation of the World Bank Group
IFF Illicit financial flow
IFRS International Financial Reporting Standards
IFS International Financial Statistics
IFU Investment Fund for developing countries
IGI Inclusive growth index
IIA International Investment Agreement (IIA) are treaties with investment provisions (e.g. a free trade agreement with an investment chapter) between two or more countries include commitments regarding cross-border investments (foreign investment or FDI), typically for the purpose of protection and promotion of such investments. They include two types of agreements: (1) bilateral investment treaties and (2) treaties with investment provisions (UNCTAD, 2022).
IIP Index of Industrial Production (IIP) is a measure of the change in the volume of goods or services produced over time. Its main purpose is to provide a measure of the short-term changes in value added over a given reference period, usually a month or a quarter. The index covers the industrial sector, including mining, manufacturing, electricity and gas, and water and waste (United Nations, 2010).
IIRC International Integrated Reporting Council
Illegal economic activity Illegal production comprises (1) the production of goods or services whose sale, distribution or possession is forbidden by law; (2) production activities which are usually legal but which become illegal when carried out by unauthorised producers, e.g., unlicensed medical practitioners; (3) production which does not comply with certain safety, health or other standards could be defined as illegal; and (4) the scope of illegal production in individual countries depends upon the laws in place, e.g. prostitution (United Nations et al., 2009).
ILO International Labour Organization
IMF International Monetary Fund
IMO International Maritime Organization (IMO)
Import restrictiveness The average level of tariff restrictions on imports as measured by the tariff trade restrictiveness index (TTRI).
IMTS International Merchandise Trade Statistics
In-donor refugee costs In-donor refugee costs include the cost for the first year of receiving refugees and asylum seekers in donor countries. OECD DAC rules have allowed DAC members to report in-donor refugee costs as ODA for decades, but it was considered an exceptional item of ODA reporting, not envisaged to be a major component (Staur, 2023).
Indico Integrated Digital Conferencing (Indico) is an open-source web-based tool for event management system developed and maintained at (CERN, 2022). In this publication, Indico.UN refers to the event registration system of the United Nations based on CERN Indico and managed by the United Nations Office at Geneva (UNOG, 2022).
INFF Integrated National Financing Framework
Informal economy The informal economy comprises (i) the production of goods and market services of households; and (ii) the activities of corporations (illegal, underground) that may not be covered in the regular data collection framework for compiling macroeconomic statistics. This scope of the informal economy considers not only the domestic activities, but also the cross-border transactions of resident units (IMF, 2019).
Intrapreneur Intrapreneur refers to a manager within a company who promotes innovative product development and marketing.
Investment guarantee An insurance, offered by governments or other institutions, to investors to protect against certain political risks in host countries, such as the risk of discrimination, expropriation, transfer restrictions or breach of contract (UNCTAD, 2015). (UNCTAD, 2015)
IP charges Charges for the use of intellectual property include charges for the use of proprietary rights, such as patents, trademarks, and copyrights, and charges for licenses to use, reproduce, distribute, and sell or purchase intellectual property.
IPA Investment Promotion Agency
IPBES Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services
IPCC Intergovernmental Panel on Climate Change
IPEA Institute for Applied Economic Research in Brazil
ISAR International Standards of Accounting and Reporting
ISMs International Support Measures
ISSB International Sustainability Standards Board
ITC International Trade Centre
ITU International Telecommunications Union
IUCN International Union for Conservation of Nature
km kilometre
Laboratory-confirmed cases Cases where there has been detection of SARS-CoV-2 nucleic acid in a clinical specimen.
Land-use change Land-use change refers to a change in the use or management of land by humans, which may lead to a change in land cover (IPCC, 2014).
Latency rate Latency rate is a network performance metric, measured as the round-trip time that it takes for a packet of data to travel from a sending node to the nearest receiving server in each country and back. It is collected by Measurement Lab from a high number of tests performed across networks every day. A higher latency indicates a worse connection quality, therefore affecting network performance and opportunities to use ICTs for business or private connections.
LDC Least developed country
LHS Left Hand Side
LICs Low-income developing countries
Living wage Living wage is defined by the Global Living Wage Coalition to mean the remuneration received for a standard workweek by a worker in a particular place sufficient to afford a decent standard of living for the worker and her or his family. Elements of a decent standard of living include food, water, housing, education, health care, transportation, clothing, and other essential needs including provision for unexpected events.
LLDC Landlocked developing country
Low carbon technology products Low carbon technology products produce less pollution than their traditional energy counterparts, and will play a vital role in the transition to a low carbon economy (IMF, 2023).
MA-TTRI An index measuring the average level of tariff restrictions imposed on exports.
Main bulks This category includes iron ore, grain, coal, bauxite/alumina and phosphate. Starting on 2006, the category was restricted to iron ore, grain and coal only, while bauxite/alumina and phosphate were moved to the category “other dry cargo”. (UNCTAD, 2021b)
Medium and high-tech industry Medium and high-tech industry is an industry in which producers of goods incur relatively high expenditure on research and development (R&D) per unit of output. The distinction between low, medium, and high-tech industries is based on R&D intensity, i.e. the ratio of R&D expenditure to an output measure, usually gross value added. For a list of the particular economic activities, considered to be medium and high-tech (UNIDO, 2021).
MFN Most-favoured-nation (MFN) is a status or level of treatment accorded by one state to another in international trade. Under the WTO agreements, countries cannot normally discriminate between their trading partners. (WTO, 2022b).
MFN tariffs Most Favoured Nation (MFN) tariffs are a tariff level that a member of the General Agreement on Tariffs and Trade of the WTO charges on a good to other members, i.e. a country with a most favoured nation status (see UNCTAD, 2018b) It applies to imports from trading partners-members of the World Trade Organization (WTO), unless the country has a preferential trade agreement. It is the lowest possible tariff a country can assess on another country.
MICs Middle-income developing countries
MIGA Multilateral Investment Guarantee Agency
Minimum reporting requirement Minimum reporting requirement refers to a core set of economic, environmental, social and governance elements of sustainability information requested from companies in their sustainability reports for the purpose of measuring SDG indicator 12.6.1. Only reports including this information are counted towards the indicator (UNCTAD, 2019).
MNC Multinational corporation
MNE Multinational enterprise group
Mobile money A service in which the mobile phone is used to access financial products and services (GSMA, 2010).
MOPAN Multilateral Organization Performance Assessment Network (MOPAN)
MoU Memorandum of Understanding
MPED Ministry of Planning and Economic Development, Egypt
MSMEs Micro, small, and medium-sized enterprises
Mt Million tons. Ton refers to metric ton, as in 1 000 kg, throughout the publication.
Municipal solid waste Municipal solid waste per capita is an environmental indicator that measures the intensity of waste generation relative to population.
MVA Manufacturing value added (MVA) is the net-output of all resident manufacturing activity units. It is obtained by adding up their outputs and subtracting intermediate inputs (United Nations, 2021a). Manufacturing can broadly be understood as "the physical or chemical transformation of materials, substances, or components into new products" (United Nations, 2008), consisting of sector C in the International Standard Industrial Classification of all Economic Activities (ISIC) revision 4 (United Nations, 2021a).
MVI Multidimensional Vulnerability Index
MW Megawatt
N2O Nitrous oxide
NAFTA North American Free Trade Agreement
Nairobi Package The Nairobi Package is a series of Ministerial Decisions adopted at the WTO’s Ministerial Conference in Nairobi, 2015. The issues covered relate to agriculture, cotton and LDCs (WTO, 2021d).
National recycling rate National recycling rate is defined as the quantity of material recycled in the country plus quantities exported for recycling minus material imported intended for recycling out of total waste generated in the country. Note that recycling includes codigestion/anaerobic digestion and composting/aerobic process, but not controlled combustion (incineration) or land application. 𝑅𝑒𝑐𝑦𝑐𝑙𝑖𝑛𝑔 𝑟𝑎𝑡𝑒 = (𝑀𝑎𝑡𝑒𝑟𝑖𝑎𝑙 𝑟𝑒𝑐𝑦𝑐𝑙𝑒𝑑 + 𝑀𝑎𝑡𝑒𝑟𝑖𝑎𝑙 𝑒𝑥𝑝𝑜𝑟𝑡𝑒𝑑 𝑖𝑛𝑡𝑒𝑛𝑑𝑒𝑑 𝑓𝑜𝑟 𝑟𝑒𝑐𝑦𝑐𝑙𝑖𝑛𝑔 − 𝑀𝑎𝑡𝑒𝑟𝑖𝑎𝑙 𝑖𝑚𝑝𝑜𝑟𝑡𝑒𝑑 𝑖𝑛𝑡𝑒𝑛𝑑𝑒𝑑 𝑓𝑜𝑟 𝑟𝑒𝑐𝑦𝑐𝑙𝑖𝑛𝑔) × 100 / 𝑇𝑜𝑡𝑎𝑙 𝑤𝑎𝑠𝑡𝑒 𝑔𝑒𝑛𝑒𝑟𝑎𝑡𝑒𝑑 (United Nations, 2023b).
Net private capital flows Net private capital flows include net FDI, net portfolio investment and net other investment, as defined in the balance of payments.
Net-exporter of CO2 Net-exporter of CO2 is a country in which more emissions are generated by the production of goods it exports to other countries than by the production goods it imports from other countries.
NO2 Nitrogen dioxide (NO2) is a product of combustion, for instance emitted by road transport, and is generally found in the atmosphere in close association with other primary pollutants. Nitrogen dioxide is toxic, and its concentrations are also often strongly correlated with those of other toxic pollutants. As it is easier to measure, it is often used as a proxy for them. There is growing concern about rising levels of NO2 in fast-growing cities with large numbers of vehicles (WHO, 2006).
Non-observed economy According to the OECD, the groups of activities most likely to be non-observed are those that are underground, illegal, informal sector, or undertaken by households for their own final use. Activities may also be missed because of deficiencies in the basic statistical data collection programme (OECD, 2002).
NPCGAs National Productive Capacities Gap Assessments
NSO National statistical office
NTBs Non-tariff Barriers
NTFC National Trade Facilitation Committee
NTMs Non-tariff measures (NTMs) are policy measures other than ordinary customs tariffs that can potentially have an economic effect on international trade in goods, changing quantities traded, or prices or both such as technical barriers to trade, price-control measures, etc. (UNCTAD, 2021c)
Oceans economy Oceans economy is defined as “a vehicle toward a more sustainable and inclusive economic path on the marine and coastal environment. It encompasses all industries that sustainably utilize and contribute to the conservation of ocean, seas and coastal resources for human benefit in a manner that maintains all ocean resources over time“.
OCHA Office for the Coordination of Humanitarian Affairs
ODA Official Development Assistance (ODA) are resource flows to countries and territories which are: (a) undertaken by the official sector; (b) with promotion of economic development and welfare as the main objective; (c) at concessional financial terms (implying a minimum grant element depending on the recipient country and the type of loan). In addition to financial flows, technical co-operation is also included (OECD, 2021).
OECD Organization for Economic Cooperation and Development
OFDI Outward foreign direct investment
OFDI Outward foreign direct investment
Official international support For the purpose of the SDGs, official international support refers to assistance in the form of official development assistance and other official flows (United Nations, 2021a).
OIE World Organisation for Animal Health
ONS Office for National Statistics of the United Kingdom
OOF Other official flows (OOF) are transactions by the official sector with countries and territories which do not meet the conditions for eligibility as ODA, either because they are not primarily aimed at development or because they do not meet the minimum grant element requirement (OECD, 2021).
OS Optimal scenario
P&C Principles and Criteria
Pandemic Commonly described by the WHO as ‘the worldwide spread of a new disease’, no strict definition is provided. In 2009, they set out the basic requirements for a pandemic:

  1. New virus emerges in humans
  2. Minimal or no population immunity
  3. Causes serious illness; high morbidity/mortality
  4. Spreads easily from person to person
  5. Global outbreak of disease.

The US Centre for Disease Control uses a similar approach, but with a reduced set of criteria. It is very difficult to gauge whether the spread of a disease should be termed an outbreak, epidemic or pandemic. In other words, when to declare a pandemic isn’t a black and white decision (Doshi, 2011).

Paris Climate Agreement The Paris Agreement is an agreement within the UNFCCC aiming is to strengthen the global response to the threat of climate change by keeping a global temperature rise this century well below 2°C above pre-industrial levels and to pursue efforts to limit the temperature increase even further, to 1.5°C. It aims to strengthen countries’ ability to deal with the impacts of climate change. To reach these ambitious goals, appropriate financial flows, a new technology framework and an enhanced capacity building framework are intended to support developing countries, in line with their national objectives (UNFCCC, 2016).
PBL Planbureau voor de Leefomgeving
PCI Productive Capacities Index (PCI) is a multidimensional composite index that measures productive capacities of economies by using eight categories: natural and human capital, energy, institutions, private sector, structural change, transport and information, and communication technologies, which together yield the multidimensional productive capacity index (UNCTAD, 2021d)
PCM+ Partner Country Method Plus
PFM+ Price Filter Method Plus
PHEIC Public health emergency of international concern (PHEIC): Serious public health events that endanger international public health. This term is defined in as “an extraordinary event which is determined [...]:

  • to constitute a public health risk to other States through the international spread of disease; and
  • to potentially require a coordinated international response”.

This definition implies a situation that: is serious, unusual or unexpected; carries implications for public health beyond the affected State’s national border; and may require immediate international action. The responsibility of determining whether an event is within this category lies with the WHO Director-General and requires the convening of a committee of experts, the IHR Emergency Committee. This committee advises the Director-General on the recommended measures to be promulgated on an emergency basis, known as temporary recommendations. Temporary recommendations include health measures to be implemented by the State Party experiencing the PHEIC, or by other States Parties, to prevent or reduce the international spread of disease and avoid unnecessary interference with international traffic (WHO, 2005).

PIANC The World Association for Waterborne Transport Infrastructure (PIANC)
PMI Purchasing Managers’ Index (PMI) is a monthly indicator of expected economic activity, collected by surveying senior executives at private sector companies. The PMI is a weighted average of five sub-indices measuring new orders, output, employment, suppliers’ delivery times and stocks of purchases. It is calculated for the total economy as well as for specific sectors, such as manufacturing, construction, services, etc. A figure of 50 indicates that no change in economic production is expected; a value above 50 means that the economy is expected to grow, a value below 50 that it is expected to contract (Refinitiv, 2022).
PNG Publicly Non-Guaranteed debt (PNG) is an external debt of the private sector that is not contractually guaranteed by a public sector unit resident in the same economy (IMF, 2014). Unless otherwise indicated, only long-term debt (maturity of more than one year) is included.
PPE Personal protective equipment
PPG Publicly guaranteed debt (PPG) is an external obligation of the private sector, the servicing of which is contractually guaranteed by a public unit resident in the same economy as the debtor (IMF, 2014). Unless otherwise indicated, only long-term debt (maturity of more than one year) is included.
PPI Private Participation in Infrastructure
PPP Purchasing power parity
PPPs Public Private Partnerships
PRGT The Poverty Reduction and Growth Trust is a trust housed in the IMF which provides concessional assistance to low‐income member countries.
Private flows Private flows consist of flows at market terms financed out of private sector resources and private grants. They include FDI, private export credits, securities of multilateral agencies and bilateral portfolio investment. Private flows other than FDI are restricted to credits with a maturity of greater than one year (OECD, 2021).
Productive capacities UNCTAD defines productive capacities as consisting of the productive resources, entrepreneurial capabilities and production linkages that together determine a country’s ability to produce goods and services that will help it grow and develop (UNCTAD, 2006)
PTAs Preferential Trade Arrangements (PTAs) can be established under paragraphs 4 to 10 of Article XXIV of GATT (WTO, 2020a) between parties through which one party can grant more favourable trade conditions to other parties of the arrangement and not to other WTO members.
Public bond debt Public debt in the form of sovereign international bonds traded in international capital markets (UNCTAD, 2017).
Public sector debt All debt liabilities of resident public sector units to other residents and nonresidents (IMF, 2014).
R&D Research and development (R&D) comprise creative and systematic work undertaken in order to increase the stock of knowledge – including knowledge of humankind, culture and society – and to devise new applications of available knowledge (OECD, 2015) (see also United Nations et al., 2009, para 10.103).
R&D intensity R&D intensity is defined as the ratio of gross domestic expenditure on research and development (GERD) to GDP (OECD, 2015).
R&D services Research and experimental development (R&D) comprise creative and systematic work undertaken in order to increase the stock of knowledge
– including knowledge of humankind, culture and society – and to devise new applications of available knowledge. (The OECD Frascati Manual)
The definition used for international trade (MSITS 2010) includes testing and product development that may give rise to patents, as an addition.
Red List Index The Red List Index (RLI) allows countries to track their progress towards targets for reducing biodiversity loss shows trends in overall extinction risk for species. It is based on changes in the number of species in each category of extinction risk on the IUCN Red List of Threatened Species. A value of 1 equates to all species qualifying as least concern, i.e., not expected to become extinct in the near future. A value of 0 equates to all species having gone extinct. (IUCN, 2022)
Remittances The term remittances can refer to three concepts, each encompassing the previous one. “Personal remittances” are defined as current and capital transfers in cash or in kind between resident households and non-resident households, plus net compensation of employees working abroad. “Total remittances” include personal remittances plus social benefits from abroad, such as benefits payable under social security or pension funds. “Total remittances and transfers to non-profit institutions serving households (NPISHs)” includes all cross-borders transfers benefiting household directly (total remittances) or indirectly (through NPISHs) (IMF, 2009b).
Resilience The ability of a system, community or society exposed to hazards to resist, absorb, accommodate, adapt to, transform and recover from the effects of a hazard in a timely and efficient manner, including through the preservation and restoration of its essential basic structures and functions through risk management (United Nations, 2016).
Revealed comparative advantage in exports Revealed comparative advantage in exports is the proportion of a country group’s exports by service category divided by the proportion of world exports in the corresponding category.
RFA Regional Financial Agreements
RHS Right Hand Side
RO/RO ships Roll-on/Roll-off ships are cargo ships which are used to transport wheeled cargo, such as cars, buses, etc.
RTA Regional Trade Agreement. Refer to reciprocal trade agreement between two or more partners, not necessarily belonging to the same region. RTA is an exception to the WTO rule of non-discrimination. WTO members are permitted to enter into an RTA under specific conditions. (WTO, 2023a). WTO members are obliged to notify the RTAs in which they participate. All of the WTO's members have notified participation in one or more RTAs (some members are party to 20 or more). Notifications may also refer to the accession of new parties to an agreement that already exists.
SAR Special Administrative Region
SASB Sustainability Accounting Standards Board
SDFA Sustainable Development Finance Assessment
SDG Sustainable Development Goal
SDG index SDG Index is a global assessment of countries' progress towards achieving the Sustainable Development Goals. It is a complement to the official SDG indicators and the voluntary national reviews (SDG Index, 2023).

SDR Special Drawing Rights (SDR) (IMF, 2021)
Sendai Framework for Disaster Risk Reduction The Sendai Framework for Disaster Risk Reduction (UNDRR, 2015) is a global agreement endorsed by member states following the 2015 Third UN World Conference on Disaster Risk Reduction. It aims to guide actions to reduce disaster risk and increase the resilience of communities and countries to disasters. The framework outlines seven global targets to be achieved by 2030, namely, the substantial reduction of: (I) global disaster mortality, (II) number of affected people globally, (III) direct economic loss in relation to GDP. These indicators are also included in the 2030 Agenda. The framework also aims to increase the number of countries with national and local disaster risk reduction strategies, enhance international cooperation in developing countries, and increase the availability of and access to multi-hazard early warning systems.
Serological tests Tests that do not detect the virus itself but instead detect antibodies produced in response to an infection.
Seroprevalence Level of a pathogen in a population, as measured in blood serum.
SFM Stochastic frontier model
SG Secretary General
Shadow economy The shadow economy includes all economic activities which are hidden from official authorities for monetary, regulatory, and institutional reasons (Medina and Schneider, 2018).
Shallow Trade Agreements Shallow Trade Agreements are reciprocal agreements between countries that cover tariffs and other border measures.
Short-term debt Debt liabilities having a maturity of one year or less; maturity can be defined on an original or reminaing basis (IMF, 2014). Interests in arrears on long-term debt are included within short-term debt.
SIDS

Small island developing states (SIDS) were recognized as a distinct group of developing countries at the Earth Summit in Rio de Janeiro in June 1992. More information on UNCTAD official page.

SIDVS Small island developing and vulnerable states
Simple average MFN tariff Simple average of MFN applied duties.
SITC Standard International Trade Classification. The commodity groupings of SITC reflect (a) the materials used in production, (b) the processing stage, (c) market practices and uses of the products, (d) the importance of the commodities in terms of world trade, and (e) technological changes.
SITS Statistics of International Trade in Services
SME Small- and medium-sized enterprise
SNA System of national accounts
Soft infrastructure Ideas and conceptual frameworks that give shape and direction to what is eventually physically manifest (FutureStructure, 2013).
SPS Sanitary and phytosanitary measures (SPS): Any measure applied: (a) to protect animal or plant life or health within the territory of the trade partner from risks arising from the entry, establishment or spread of pests, diseases, disease-carrying organisms or disease-causing organisms; (b) to protect human or animal life or health within the territory of the trade partner from risks arising from additives, contaminants, toxins or diseases causing organisms in foods, beverages or feedstuffs; (c) to protect human life or health within the territory of the trade partner from risks arising from diseases carried by animals, plants or products thereof, or from the entry, establishment or spread of pests; or (d) to prevent or limit other damage within the territory of the trade partner from the entry, establishment or spread of pests (UNCTAD, 2003).
SSC

Broad framework of collaboration among countries of the Global South in the political, economic, social, cultural, environmental and technical domains. It includes trade, FDI, regional integration efforts, technology transfers, sharing of solutions and experts, and other forms. Involving two or more developing countries, it can take place on a bilateral, regional, intraregional or interregional basis  (UNOSSC, 2020).

Stocks-to-use ratio Stocks-to-use ratio for a given commodity in an economy is the ratio of market-year ending stock over domestic consumption (Bobenrieth et al., 2013). For the world it is as world stocks divided by world use.
Structural transformation Structural transformation or change can be broadly defined as the reallocation of economic activity across three broad sectors, agriculture, manufacturing and services, which accompanies the process of economic growth (Kuznets, 1966). It usually refers to the transfer or shift of production factors — especially labour, capital and land — away from activities and sectors with low productivity to those with higher productivity, which are typically different in location, organization and technology (UNCTAD, 2006; Rodrik, 2013).
sustainability of fisheries Sustainability of fisheries is measured by SDG indicator 14.4.1. A fish stock that can produce the maximum sustainable yield (MSY) is classified as biologically sustainable. In contrast, when the abundance of the fish stock falls below the MSY level, the stock is considered biologically unsustainable (FAO, 2023).
Sustainability report Sustainability report is a document published by an entity describing the economic, social, environmental impacts caused by its activities; it is composed of a certain number of disclosures along the main pillars of sustainable development (GRI, 2019).
Tariff line A single item in a country’s tariff schedule (United Nations, 2021a).
Tariff peak A single tariff or a small group of tariffs that is/are particularly high.
Tariffs Tariffs “are customs duties on merchandise imports, levied either on an ad valorem basis (percentage of value) or on a specific basis (e.g. $7 per 100 kg). Tariffs can be used to create a price advantage for similar locally produced goods and for raising government revenues. Trade remedy measures and taxes are not considered to be tariffs.” (United Nations, 2021a)
TBT Technical barriers to trade (TBT) are measures referring to technical regulations, and procedures for assessment of conformity with technical regulations and standards.
TDB UNCTAD Trade and Development Board
TEU Twenty-foot Equivalent Unit
TFA The WTO Agreement on Trade Facilitation came into force on 22 February 2017 following its ratification by two-thirds of the WTO membership. The TFA contains provisions for expediting the movement, release and clearance of goods, including goods in transit. It also sets out measures for effective cooperation between customs and other appropriate authorities on trade facilitation and customs compliance issues. It further contains provisions for technical assistance and capacity building in this area.
Tier I Tier I means that a SDG indicator has been classified by the IAEG-SDG as being conceptually clear, has an internationally established methodology and standards are available, and data are regularly produced by countries for at least 50 per cent of countries and of the population in every region where the indicator is relevant.
Tier II indicator SDG indicator that is conceptually clear, has an internationally established methodology and standards are available, but data are not regularly produced by countries (United Nations Statistics Division, 2020).
Tier III indicator SDG indicator for which there is no internationally established methodology or standards yet available, but methodology or standards are being (or will be) developed or tested (United Nations Statistics Division, 2020).
TORs Terms Of References
Total resource flows In the context of the IAEG-SDG, these flows quantify the overall expenditures that donors provide to developing countries, including official and private flows, both concessional and non-concessional. Specifically, they include ODA, OOFs and private flows (United Nations, 2021a).
Tourism direct GDP Tourism direct GDP measures direct contributions of tourism to the national economy, since tourism does not exist as a separate industry in the standard industrial classification. Instead, it is embedded in various other industries. (no SDG metadata)
Tourism sector Tourism sector is the cluster of production units in different industries that provide consumption goods and services demanded by visitors. Such industries are called tourism industries because visitor acquisition represents such a significant share of their supply that in the absence of visitors, the production of these would cease to exist in meaningful quantities (UNWTO and ILO, 2014).
TP Transition Pathways
Trade in services In the international trade in services context, services are understood as the result of a production activity that changes the conditions of the consuming units or facilitates the exchange of products or financial assets (IMF, 2009a). Following the balance-of-payments classification, trade in services refers to manufacturing services, repair services, transport, travel, construction, telecommunications, computer services, financial services, insurance, intellectual-property related and other business services, as well as personal and cultural services, and government services.
Trade misinvoicing Trade misinvoicing refers to the act of misrepresenting the price or quantity of imports or exports in order to hide or accumulate money in other jurisdictions (United Nations, 2021b).
TRAINS Trade Analysis and Information System
TRIPS Trade Related Aspects of Intellectual Property Rights (TRIPS)
TTRI Tariff trade restrictiveness index (TTRI) is an index measuring the average level of tariff restrictions imposed on imports.
TWG Technical Working Group
UN -Habitat United Nations Human Settlements Programme
UN Women UN Women is the United Nations entity dedicated to gender equality and the empowerment of women (UN Women).
Underground economy Underground production consists of activities that are productive in an economic sense and quite legal (provided certain standards or regulations are complied with), but which are deliberately concealed from public authorities for the following reasons: (i) to avoid the payment of income, value added or other taxes; (ii) to avoid payment of social security contributions; (iii) to avoid meeting certain legal standards such as minimum wages, maximum hours, safety or health standards, etc; or (iv) to avoid complying with certain administrative procedures, such as completing statistical questionnaires or other administrative forms (United Nations et al., 2009).
Undernourishment For the purposes of SDG Indicator 2.1.1, undernourishment is defined as a dietary energy intake that is below what is needed to retain a minimum acceptable BMI at low physical activity. The prevalence of undernourishment in a population is estimated based on mean and variation of consumption in calories in that population (United Nations, 2022a).
UNDESA United Nations Department of Economic and Social Affairs
UNDP United Nations Development Programme
UNDRR United Nations Office for Disaster Risk Reduction
Unemployment The unemployed comprise all persons of working age who were: (a) without work during the reference period, i.e. were not in paid employment or self-employment; (b) currently available for work, i.e. were available for paid employment or self-employment during the reference period; and (c) seeking work, i.e. had taken specific steps in a specified recent period to seek paid employment or self-employment. Future starters, that is, persons who did not look for work but have a future labour market stake (made arrangements for a future job start) are also counted as unemployed, as well as participants in skills training or retraining schemes within employment promotion programmes, and persons “not in employment” who carried out activities to migrate abroad in order to work for pay or profit but who were still waiting for the opportunity to leave (ILO, 2020).
UNEP United Nations Environment Programme
UNESCO United Nations Educational, Scientific and Cultural Organization
UNESCO UIS United Nations Educational, Scientific and Cultural Organization Institute of Statistics
UNFCCC United Nations Framework Convention on Climate Change
UNFPA United Nations Population Fund
UNGC United Nations Global Compact (UNGC) is a voluntary initiative based on company-level commitments to adopt sustainability and socially responsible principles and to take steps to support UN goals (United Nations Global Compact, 2020).
UNICEF United Nations Children's Fund
UNITAR United Nations Institute for Training and Research
UNODC United Nations Office on Drugs and Crime
UNOG United Nations Office in Geneva
UNSD United Nations Statistics Division
UNSDCF United Nations Sustainable Development Cooperation Framework
UNU-EHS United Nations University Institute for Environment and Human Security
VAR Vector autoregression
W Watt
WCO World Customs Organization
Weighted mean applied tariff The average of effectively applied rates weighted by the product import shares corresponding to each partner country (World Bank, 2022a).
Weighted tariff-average Weighted average of tariffs applied to imports of goods in HS chapter 01-97. The tariffs are weighted by the value of the imported goods to which they are applied. It is expressed as percentage of the value of goods imported. The average level of customs tariff rates applied worldwide can be used as an indicator of the degree of success achieved by multilateral negotiations and regional trade agreements. See metadata for indicator 17.10.1 (United Nations, 2021a).
WFP World Food Programme
WHO World Health Organization
WMO World Meteorological Organization
WRI World Resources Institute
WTO World Trade Organization
WTO TFA World Trade Organization Agreement on Trade Facilitation (WTO TFA)

References

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Multilateralism and trade /multilateralism/ Wed, 21 Jun 2023 15:41:39 +0000 /?p=2718

As the world navigates multiple, overlapping crises - from wars and climate disruptions to energy insecurity and fragile supply chains - trade remains a powerful enabler of sustainable development. Developing economies have demonstrated resilience, maintaining a stable two fifths share of global exports in goods and services. Yet this overall strength conceals persistent disparities. LDCs remain far from achieving SDG target 17.11, constrained by structural challenges that limit their integration into global markets. Services trade offers promising new pathways, particularly in digital and knowledge-intensive sectors. But its benefits are unequally shared: over half of all services exports from developing economies are generated by just five economies. Meanwhile, tariff escalation in high-value sectors, such as green technologies, continues to disadvantage countries seeking to diversify and move up the value chain.

These patterns highlight the need for a more inclusive and development-focused global trading system. Trade should be a force for shared prosperity, not geopolitical rivalry, as argued in the UNCTAD SG’s report ahead of UNCTAD 16 -—
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. Ensuring fairer rules, broader participation and stronger international cooperation will be essential to expand opportunities and make trade work for all, especially for countries still striving to overcome structural barriers and fully participate in the global economy. These goals were stated in the UNCTAD Bridgetown Covenant -—
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and remain relevant today; the following sections describe related challenges:

  1. Attaining the sustainable development goals through trade
  2. Most developing economies lost market share in services exports over the last decade; only a few leading exporters thrive
  3. The multilateral trading system has reduced tariffs but not tariff escalation
Multilateralism is the means to make all voices heard in a multipolar world.Read more on this in UNCTAD SG’s report ahead of 16th session of the Conference.

Global exports of goods and services remain highly concentrated among a few developing economies.

LDCs’ share in global services exports dropped from the 15-year peak 0.7% in 2019 to 0.5% in 2024.

Tariffs on raw critical minerals are lower than on electric vehicles using them.

References

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Development finance /development-finance/ Sat, 17 Jun 2023 08:09:56 +0000 /?p=3689

The persisting lack of financing for sustainable development is worsening in 2025. With ODA falling for the first time in five years (down 7.1% in 2024), and a stagnant overall FDI to developing economies, with declines in 2024 observed in Latin America and the Caribbean (-12%) and Asia (-3%), as well as a drop of SDG-related investments (-26%), heads of state and government gather at FfD4 this year to discuss how to reshape the global financial architecture for sustainable development. South-South cooperation, grounded in peer-to-peer partnerships, knowledge exchange and non-financial support, plays a critical role in sustainable development for all, reinforcing other mechanisms, especially through mutual support, cooperation and knowledge sharing. The Bridgetown Covenant -—
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strongly emphasized the essential contribution of ODA, private investment, and South-South and triangular cooperation, in addressing the challenges related to development finance, including mounting debt of the most vulnerable economies.

Approaching UNCTAD 16, redefining international support to developing countries is high on the agenda. The following chapters address related challenges:

  1. Bringing South-South cooperation into focus: the journey to measurement
  2. With falling foreign direct investment, investment-promoting regimes increasingly more important to reach the SDGs
  3. Costlier debt servicing undermines the achievement of the SDGs
  4. Measuring illicit financial flows for stronger domestic resources
We need a global financial architecture that puts people and planet first.Read more on this in UNCTAD SG’s report ahead of 16th session of the Conference.

Early pilots showcase non-financial support is an essential South-South cooperation modality.

Investments in SDG-related sectors dropped 26% globally in 2024.

The external debt of developing economies reached $11.7 trillion in 2024.

Without reliable data, government efforts risk remaining ineffective or inadequate.

References

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    Donec tincidunt vel mauris a dignissim. Curabitur sodales nunc id vestibulum tempor. Nunc tortor orci, sodales nec eros eget.
    Lorem ipsum dolor sit amet, consectetur adipiscing elit.
    Donec tincidunt vel mauris a dignissim. Curabitur sodales nunc id vestibulum tempor. Nunc tortor orci, sodales nec eros eget.
    Lorem ipsum dolor sit amet, consectetur adipiscing elit.
    Donec tincidunt vel mauris a dignissim. Curabitur sodales nunc id vestibulum tempor. Nunc tortor orci, sodales nec eros eget.
    Lorem ipsum dolor sit amet, consectetur adipiscing elit.
    Donec tincidunt vel mauris a dignissim. Curabitur sodales nunc id vestibulum tempor. Nunc tortor orci, sodales nec eros eget.
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Glossary 2022 /glossary-2022/ Thu, 11 May 2023 13:57:19 +0000 /?p=10030
3G Third generation of cellular network technology
4G Fourth generation of cellular network technology
Ad-valorem equivalent A tariff that is not a percentage of the price of the product (e.g. dollars per ton) can be estimated as a percentage of the price — the ad valorem equivalent.
Advanced reporting requirement Advanced reporting requirement represents a set of reporting elements, beyond the minimum reporting requirement, which demand additional information from companies in their sustainability reports for the purpose of measuring SDG indicator 12.6.1 .
AfCFTA African Continental Free Trade Area (AfCTA)
AGOA African Growth and Opportunity Act
AI Artificial intelligence
Aid for Trade Measures aimed at assisting developing countries to increase exports of goods and services, to integrate into the multilateral trading system, and to benefit from liberalized trade and increased market access. It is considered as part of ODA. Effective Aid for Trade will enhance growth prospects and reduce poverty in developing countries, as well as complement multilateral trade reforms and distribute the global benefits more equitably across and within developing countries . It is measured as gross disbursements and commitments of total ODA from all donors for Aid for Trade .
Aid for Trade commitments Aid for Trade commitment is a firm obligation, expressed in writing and backed by the necessary funds, undertaken by an official donor to provide specified assistance to a recipient country or a multilateral organisation .
Aid for Trade disbursements Aid for Trade disbursements refer to the release of funds to or the purchase of goods or services for a recipient; by extension, the amount thus spent. Disbursements record the actual international transfer of financial resources, or of goods or services valued at the cost to the donor .
AIS Automatic identification system (AIS)
ALDC Division for Africa, Least Developed Countries and Special Programmes
ASYCUDA Automated System for Customs Data
Asymptomatic When a condition produces no symptoms, or a person shows no symptoms.
AU African Union
B2B Business to Business
B2C Business to Consumer
BEPS Base erosion and profit shifting
BIT Bilateral Investment Treaty (BIT) is a type of international investment agreement (IIA) made between two countries regarding promotion and protection of investments made by investors from one country in the other country’s territory, which commits the host country government to grant certain standards of treatment and protection to foreign investors (nationals and companies of the other country) and their investments .
Blended finance Blended finance combines concessional financing—loans that are extended on more generous terms than market loans— and commercial funding.
BoP Balance of payments
Broadband A general term meaning a telecommunications signal or device of greater bandwidth, in some sense, than another standard or usual signal or device. In data communications, this refers to a data transmission rate of at least 256 kbit/s. In the context of Internet, this can be delivered via fixed (wired) or mobile networks .
CAPI Computer assisted personal interview
Carbon intensity Carbon intensity is the amount of emissions of carbon dioxide (CO2) released per unit of another variable such as gross domestic product (GDP), output energy use or transport .
Carbon price Carbon price is the price per unit of avoided or released carbon dioxide (CO2) emission, or its CO2 equivalent .
Carbon tax Carbon tax is a levy on the carbon content of fossil fuels .
CATI Computer assisted telephone interview
CBERA The Caribbean Basin Economic Recovery Act
CCCT Commonwealth Caribbean Countries Tariff (CCCT) is a Preferential Trade Arrangements (PTAs) categorized as other type of PTAs. The provider of CCCT is Canada. CCCT entered into force on the 15th of June 1986 .
CCSA Committee for the Coordination of Statistical Activities
CH4 Methane
CIS Commonwealth of Independent States
CO2 Carbon dioxide (CO2) is a colourless, odourless and non-poisonous gas formed by combustion of carbon and in the respiration of living organisms .
CO2e Carbon dioxide equivalent (CO2e) is a measure used to compare the emissions from various greenhouse gases based upon their global warming potential. It represents the quantity of carbon dioxide that has equal global warming potential as the given quantity of a greenhouse gas .
Comply-or-explain approach Comply-or-explain approach is a reporting practice under which companies are invited to explain the reasons for not providing all requested information in their sustainability reports or for not publishing a sustainability report at all .
Concessional loans Loans that are extended on terms substantially more generous than market loans. The concessionality is achieved either through interest rates below those available on the market or by grace periods, or a combination of these .
Containerised transport Freight transport using intermodal containers of standard dimensions, i.e. containers that can be moved seamlessly between ships, trucks, trains and other modes of transport as well as storage. The two most used are the 20-foot and the 40-foot containers. They form the basis of the main units of measure currently applied in transport: the twenty-foot equivalent Unit (TEU) and the forty-foot equivalent unit (FEU).
CoP Communication on Progress (CoP) is a voluntary, public report through which a company informs stakeholders about its efforts to implement the principles of the United Nations Global Compact .
COVID-19 COVID-19 is an infectious disease caused by the strain of coronavirus SARS-CoV-2 discovered in December 2019. Coronaviruses are a large family of viruses which may cause illness in animals or humans. In humans, several coronaviruses are known to cause respiratory infections ranging from the common cold to more severe diseases such as Middle East Respiratory Syndrome (MERS) and Severe Acute Respiratory Syndrome (SARS). The most recently discovered coronavirus causes coronavirus disease COVID-19 .
COVID-19 death Defined for surveillance purposes as a death resulting from a clinically compatible illness in a probable or confirmed COVID-19 case, unless there is a clear alternative cause of death that cannot be related to COVID-19 disease (e.g. trauma). There should be no period of complete recovery between the illness and death. Further guidance for certification and classification (coding) of COVID-19 as cause of death is available in .
CPC Central Product Classification. The latest version of this classification is CPC 2.1
CSOs Civil society organizations (CSOs)
CSTD United Nations Commission on Science and Technology for Development
CTS Consolidated Tariff Schedules
DAC Development Assistance Committee
Data revolution Data revolution refers to the transformative actions needed to respond to the demands of a complex development agenda, improvements in how data is produced and used; closing data gaps to prevent discrimination; building capacity and data literacy in “small data” and big data analytics; modernizing systems of data collection; liberating data to promote transparency and accountability; and developing new targets and indicators (see http://www.undatarevolution.org/data-revolution/).
DDA Doha Development Agenda (DDA) refers to the latest Doha Round of world trade negotiations among the WTO memberships. The round is also known semi-officially as the Doha Development Agenda and was launched in November 2001. Its aim is to achieve major reform of the international trading system through the introduction of lower trade barriers and revised trade rules. The fundamental objective of DDA is to further liberalising trade in order to improve the trading prospects of developing countries. The main issues at stake are: Reforming agricultural subsidies; Ensuring that new liberalisation in the global economy respects the need for sustainable economic growth in developing countries; Improving developing countries' access to global markets for their exports .
Debt service Payments made to satisfy a debt obligation, including principal, interest and any late payment fees .
Debt sustainability A country’s capacity to finance its policy objectives through debt instruments and service the ensuing debt .
DFQF Duty-free and quota free
DGDS Division on Globalization and Development Strategies
DIAE Division on Investment and Enterprise
DITC Division on International Trade and Commodities, UNCTAD
DMFAS Debt Management and Financial Analysis System Programme
Doha Development Round Also called the Doha Development Agenda is a round of trade negotiations among WTO members launched in 2001 at the WTO’s Fourth Ministerial Conference in Doha, Qatar. A fundamental objective of the Doha round is to improve the trading prospects of developing economies.
DSSI Debt Service Suspension Initiative
DTAs Deep trade agreements (DTAs) between countries that cover not just trade but additional policy areas, such as international flows of investment and labor, and the protection of intellectual property rights and the environment. Their goal is integration beyond trade, or deep integration.
DTL Division on Technology, Innovation and Trade Logistics
Duty-free Not subject to import tariffs.
E-commerce Sale or purchase of goods or services, conducted over computer networks by methods specifically designed for the purpose of receiving or placing of orders; it can involve business-to-business (B2B) or a business-to-consumer (B2C) transactions .
EBA Everything But Arms (EBA) is a European Commission’s ‘zero’ tariff initiative for LDCs covering all products except the arms trade.
ECLAC United Nations Economic Commission for Latin America and the Caribbean
ECOWAS Economic Community of West African States
EEC Eurasian Economic Commission
Emission Emission is the discharge of pollutants into the atmosphere from stationary sources such as smokestacks, other vents, surface areas of commercial or industrial facilities and mobile sources, for example, motor vehicles, locomotives and aircraft .
Employed in R&D in FTE Employed in R&D in FTE is the ratio of working hours spent on R&D during a specific reference period (usually a calendar year) divided by the total number of hours conventionally worked in the same period by an individual or by a group .
Empretec Empretec is a Spanish acronym which blends “emprendedores” (entrepreneurs) and “tecnología” (technology). The term was introduced in Argentina in 1988.
Energy intensity Energy intensity is the ratio between gross inland energy consumption and GDP. It measures how much energy is required to generate one unit of GDP.
ESCAP United Nations Economic and Social Commission for Asia and the Pacific
ESCWA United Nations Economic and Social Commission for Western Asia
EU European Union
EVI Economic Vulnerability Index
Excess mortality Term used in epidemiology and public health to define the number of deaths which occurred in a given crisis above and beyond what we would have expected to see under ‘normal’ conditions. The WHO define ‘excess mortality’ as “mortality above what would be expected based on the non-crisis mortality rate in the population of interest. Excess mortality is thus mortality that is attributable to the crisis conditions. It can be expressed as a rate (the difference between observed and non-crisis mortality rates), or as a total number of excess deaths.” To calculate ‘excess mortality’ in a given period, the number of people who had died over this period is compared with the number expected to have died .
Export concentration index This index measures, for each product, the degree of export market concentration by country of origin. It tells us if a large share of commodity exports is accounted for by a small number of countries or, on the contrary, if exports are well distributed among many countries. The index ranges from 0 to 1 with higher values indicating more market concentration .
Export restrictiveness The average level of tariff restrictions imposed on a country’s exports as measured by the MA-TTRI.
Export subsidies Export subsidies refer to the granting of support by governments to some beneficiary entity or entities to achieve export objectives. Export subsidiesmay involve direct payments to a firm, industry, producers of a certain agricultural product etc. to achieve some type of export performance. In addition, export subsidies may include low-cost export loans, rebates on imported raw materials and tax benefits such as duty-free imports of raw material. They can also take the form of government financed marketing. Most subsidies have existed in agriculture .
External debt External debt is understood as outstanding amount of those actual current, and not contingent, liabilities that require payment(s) of principal and/or interest by the debtor at some point(s) in the future and that are owed to nonresidents by residents of an economy .
F-gases Fluorinated GHGs ('F-gases') include mainly: hydrofluorocarbons, perfluorocarbons, sulphur hexafluoride, and nitrogen trifluoride. They typically have relatively long lifetimes in the atmosphere and high global warming potentials
FACTI International Financial Accountability, Transparency and Integrity for Achieving the 2030 Agenda
FAO Food and Agriculture Organization of the United Nations
FCI Financial conditions indicator
FDI Foreign Direct Investment (FDI) is an investment involving a long-term relationship and reflecting a lasting interest and control by a resident entity in one economy (foreign direct investor or parent enterprise) in an enterprise resident in an economy other than that of the foreign direct investor (FDI enterprise or affiliate enterprise or foreign affiliate) .
FERDI Fondation pour les études et recherches sur le développement international (FERDI)
Food insecurity Food insecurity is a situation where and individual cannot reliably access or afford healthy food. The FAO describes a moderately food insecure person as someone who cannot afford a healthy diet. has experienced uncertainty about the ability to access food and is likely to skip meals occasionally because of lack of resources. A severely food insecure person has at times run out of food and has during the last year gone a whole day without food. For SDG indicator 2.1.2, food insecurity is estimated based on survey data using the Food Insecurity Experience Scale developed by FAO. It consists of eight questions pertaining to whether the respondents or their families have reduced the quantity or quality of consumed food over the last 12 months because of lack of resources.
Food price anomalies Food price anomalies refer to abnormally high or low market prices for food commodities. The indicator relies on a weighted compound growth rate that accounts for both within-year and across-year price growth. The indicator directly evaluates growth in prices over a particular month over many years, taking into account seasonality in agricultural markets and inflation, allowing to answer the question of whether or not a change in price is abnormal for any particular period. The method is applied both to individual food commodities and to a basket of food items. It is measured by SDG indicator 2.c.1 .
FTE Full Time Equivalent (FTE) unit of labour is the hours worked by one employee on a full-time basis. The concept is used to convert the hours worked by several part-time employees into the hours worked by an equivalent full-time employee (ideally the comparison is standardized for gender and industry sector).
G20 Group of Twenty
GATS General Agreement on Trade in Services
GATT The General Agreement on Tariffs and Trade (GATT) is a multilateral agreement, originally negotiated in 1947 in Geneva among 23 countries, to reduce tariffs and other trade barriers. It provides a framework for periodic multilateral negotiations on trade liberalisation .
GATT-94 The GATT 1994 is contained in Annex 1A of the WTO Agreement. It incorporates by reference the provisions of the GATT 1947, a legally distinct international treaty applied provisionally from 1948 to 1995 .
GCRG On 14 March 2022, UN Secretary-General António Guterres established of a Global Crisis Response Group on Food, Energy and Finance (GCRG) to coordinate the global response to the widespread impacts of the war in Ukraine.
GDP Gross domestic product (GDP) is an aggregate measure of production, income and expenditure of an economy. As a production measure, it represents the gross value added, i.e., the output net of intermediate consumption, achieved by all resident units engaged in production, plus any taxes less subsidies on products not included in the value of output. As an income measure, it represents the sum of primary incomes (gross wages and entrepreneurial income) distributed by resident producers, plus taxes less subsidies on production and imports. As an expenditure measure, it depicts the sum of expenditure on final consumption, gross capital formation (i.e., investment, changes in inventories, and acquisitions less disposals of valuables) and exports after deduction of imports .
GERD Gross domestic expenditure on research and development
GFSN Global Financial Safety Net
GHG Greenhouse gas (GHG) is an atmospheric gas that lets the solar radiation reach the Earth’s surface, but absorbs infrared radiation emitted by the Earth and thereby leads to the heating of the surface of the planet. The main GHGs the concentrations of which are rising are CO2, methane, nitrous oxide, F-gases, and ozone in the lower atmosphere.
GHS Global Health Security
GII Gender Inequality Index (GII) measures gender inequalities in three aspects of human development: reproductive health, measured by maternal mortality ratio and adolescent birth rates; empowerment, measured by proportion of parliamentary seats occupied by females and proportion of adult females and males aged 25 years and older with at least some secondary education; and economic status, expressed as labor market participation and measured by labor force participation rate of female and male populations aged 15 years and older .
Gini index Gini index measures the extent to which the distribution of a variable over a population deviates from a perfectly equal distribution. A Gini index of zero represents perfect equality and 100, perfect inequality.
GLI Grubel-Lloyd Index (GLI) is calculated on products categorized as manufacturing intermediate inputs (e.g. parts and components), computed at the industry level (as defined by the 4 digit Harmonized System classification) and then aggregated at the sectoral level using bilateral trade shares.
Global Diplomacy Index Global Diplomacy Index includes a full listing of all diplomatic representations abroad from 61 countries, for a total of 7320 missions .
Global Presence Index Global Presence Index is a composite index that assesses 130 countries along three pillars: economic (investments and exports of goods, services and energy), military (troops and military equipment) and soft power (development cooperation, education, science, technology, culture, sports, tourism and migration) .
Global Soft Power Index Global Soft Power Index is a composite index calculated from extensive public opinion surveys and expert assessments, evaluating the soft power of 60 countries, mostly high- and middle-income economies, along seven pillars: business and trade, governance, international relations, cultural and heritage, media and communication, education and science, and people and values. The data collection of the 2020 index took place in autumn 2019.
GNI Gross national income
GNP Gross national product
Goods discharged Merchandise destined for import, also referred to as “inbound trade volumes”.
Goods loaded Merchandise destined for export, also referred to as “outbound trade volumes”.
GPT Generalized preferential tariff
GRI Global Reporting Initiative
GSP Generalized System of Preferences
Gt Gigaton
GTA Global Trade Alert
GVC Global value chain
GWP Global Warming Potential (GWP) is an index measuring the radiative forcing following an emission of a unit mass of a given substance, accumulated over a chosen time horizon, relative to that of the reference substance, CO2. The GWPthus represents the combined effect of the differing times these substances remain in the atmosphere and their effectiveness in causing radiative forcing .
HDI Human development index
HICs High-income developing countries
HS The Harmonized System (HS) is an international nomenclature developed by the World Customs Organization, which is arranged in six-digit codes allowing all participating countries to classify traded goods on a common basis. Beyond the six-digit level, countries are free to introduce national distinctions for tariffs and many other purposes.
IAEG-SDG Inter-Agency and Expert Group on Sustainable Development Goals indicators
ICCS International Classification of Crime for Statistical Purposes
ICD International Classification of Diseases
ICT Information and communications technology (ICT) is a diverse set of technological tools and resources used to transmit, store, create, share or exchange information. These resources include computers, the Internet, live broadcasting technologies, recorded broadcasting technologies and telephony .
ICT goods ICT goods are those goods that are either intended to fulfil the function of information processing and communication by electronic means, including transmission and display, which use electronic processing to detect, measure and/or record physical phenomena, or to control a physical process .

ICT services ICT services are defined in the alternate aggregation of the ISIC Rev.4 as a component of the ICT sector and include software publishing, telecommunications, computer programming, consultancy and related activities, data processing, hosting and related activities, web portals, and repair of computers and communication equipment .
IDA International Development Association
IDB Integrated Data Base
IEA International Energy Agency
IFF Illicit financial flow
IGI Inclusive growth index
IIA International Investment Agreement (IIA) are treaties with investment provisions (e.g. a free trade agreement with an investment chapter) between two or more countries include commitments regarding cross-border investments (foreign investment or FDI), typically for the purpose of protection and promotion of such investments. They include two types of agreements: (1) bilateral investment treaties and (2) treaties with investment provisions .
IIP Index of Industrial Production (IIP) is a measure of the change in the volume of goods or services produced over time. Its main purpose is to provide a measure of the short-term changes in value added over a given reference period, usually a month or a quarter. The index covers the industrial sector, including mining, manufacturing, electricity and gas, and water and waste .
IIRC International Integrated Reporting Council
Illegal economic activity Illegal production comprises (1) the production of goods or services whose sale, distribution or possession is forbidden by law; (2) production activities which are usually legal but which become illegal when carried out by unauthorised producers, e.g., unlicensed medical practitioners; (3) production which does not comply with certain safety, health or other standards could be defined as illegal; and (4) the scope of illegal production in individual countries depends upon the laws in place, e.g. prostitution .
ILO International Labour Organization
IMF International Monetary Fund
IMO International Maritime Organization (IMO)
Import restrictiveness The average level of tariff restrictions on imports as measured by the tariff trade restrictiveness index (TTRI).
IMTS International Merchandise Trade Statistics
Indico Integrated Digital Conferencing (Indico) is an open-source web-based tool for event management system developed and maintained at . In this publication, Indico.UN refers to the event registration system of the United Nations based on CERN Indico and managed by the United Nations Office at Geneva .
INFF Integrated National Financing Framework
Informal economy The informal economy comprises (i) the production of goods and market services of households; and (ii) the activities of corporations (illegal, underground) that may not be covered in the regular data collection framework for compiling macroeconomic statistics. This scope of the informal economy considers not only the domestic activities, but also the cross-border transactions of resident units .
Intrapreneur Intrapreneur refers to a manager within a company who promotes innovative product development and marketing.
Investment guarantee An insurance, offered by governments or other institutions, to investors to protect against certain political risks in host countries, such as the risk of discrimination, expropriation, transfer restrictions or breach of contract (UNCTAD, 2015).
IPA Investment Promotion Agency
IPCC Intergovernmental Panel on Climate Change
ISAR International Standards of Accounting and Reporting
ISMs International Support Measures
ITC International Trade Centre
ITU International Telecommunications Union
km kilometre
Laboratory-confirmed cases Cases where there has been detection of SARS-CoV-2 nucleic acid in a clinical specimen.
Land-use change Land-use change refers to a change in the use or management of land by humans, which may lead to a change in land cover .
Latency rate Latency rate is a network performance metric, measured as the round-trip time that it takes for a packet of data to travel from a sending node to the nearest receiving server in each country and back. It is collected by Measurement Lab from a high number of tests performed across networks every day. A higher latency indicates a worse connection quality, therefore affecting network performance and opportunities to use ICTs for business or private connections.
LDC Least developed country
LHS Left Hand Side
LICs Low-income developing countries
Living wage Living wage is defined by the Global Living Wage Coalition to mean the remuneration received for a standard workweek by a worker in a particular place sufficient to afford a decent standard of living for the worker and her or his family. Elements of a decent standard of living include food, water, housing, education, health care, transportation, clothing, and other essential needs including provision for unexpected events.
LLDC Landlocked developing country
MA-TTRI An index measuring the average level of tariff restrictions imposed on exports.
Main bulks This category includes iron ore, grain, coal, bauxite/alumina and phosphate. Starting on 2006, the category was restricted to iron ore, grain and coal only, while bauxite/alumina and phosphate were moved to the category “other dry cargo”.
Medium and high-tech industry Medium and high-tech industry is an industry in which producers of goods incur relatively high expenditure on research and development (R&D) per unit of output. The distinction between low, medium, and high-tech industries is based on R&D intensity, i.e. the ratio of R&D expenditure to an output measure, usually gross value added. For a list of the particular economic activities, considered to be medium and high-tech .
MFN Most-favoured-nation (MFN) is a status or level of treatment accorded by one state to another in international trade. Under the WTO agreements, countries cannot normally discriminate between their trading partners.
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MFN tariffs Most Favoured Nation (MFN) tariffs are a tariff level that a member of the General Agreement on Tariffs and Trade of the WTO charges on a good to other members, i.e. a country with a most favoured nation status It applies to imports from trading partners-members of the World Trade Organization (WTO), unless the country has a preferential trade agreement. It is the lowest possible tariff a country can assess on another country.
MICs Middle-income developing countries
Minimum reporting requirement Minimum reporting requirement refers to a core set of economic, environmental, social and governance elements of sustainability information requested from companies in their sustainability reports for the purpose of measuring SDG indicator 12.6.1. Only reports including this information are counted towards the indicator .
MNC Multinational corporation
MNE Multinational enterprise group
Mobile money A service in which the mobile phone is used to access financial products and services .
MOPAN Multilateral Organization Performance Assessment Network (MOPAN)
MPED Ministry of Planning and Economic Development, Egypt
Municipal solid waste Municipal solid waste per capita is an environmental indicator that measures the intensity of waste generation relative to population.
MVA Manufacturing value added (MVA) is the net-output of all resident manufacturing activity units. It is obtained by adding up their outputs and subtracting intermediate inputs . Manufacturing can broadly be understood as "the physical or chemical transformation of materials, substances, or components into new products" , consisting of sector C in the International Standard Industrial Classification of all Economic Activities (ISIC) revision 4 .
N2O Nitrous oxide
NAFTA North American Free Trade Agreement
Nairobi Package The Nairobi Package is a series of Ministerial Decisions adopted at the WTO’s Ministerial Conference in Nairobi, 2015. The issues covered relate to agriculture, cotton and LDCs .

Net private capital flows Net private capital flows include net FDI, net portfolio investment and net other investment, as defined in the balance of payments.
Net-exporter of CO2 Net-exporter of CO2 is a country in which more emissions are generated by the production of goods it exports to other countries than by the production goods it imports from other countries.
NO2 Nitrogen dioxide (NO2) is a product of combustion, for instance emitted by road transport, and is generally found in the atmosphere in close association with other primary pollutants. Nitrogen dioxide is toxic, and its concentrations are also often strongly correlated with those of other toxic pollutants. As it is easier to measure, it is often used as a proxy for them. There is growing concern about rising levels of NO2 in fast-growing cities with large numbers of vehicles .
Non-observed economy According to the OECD, the groups of activities most likely to be non-observed are those that are underground, illegal, informal sector, or undertaken by households for their own final use. Activities may also be missed because of deficiencies in the basic statistical data collection programme .
NSO National statistical office
NTBs Non-tariff Barriers
NTFC National Trade Facilitation Committee
NTMs Non-tariff measures (NTMs) are policy measures other than ordinary customs tariffs that can potentially have an economic effect on international trade in goods, changing quantities traded, or prices or both such as technical barriers to trade, price-control measures, etc.
ODA Official Development Assistance (ODA) are resource flows to countries and territories which are: (a) undertaken by the official sector; (b) with promotion of economic development and welfare as the main objective; (c) at concessional financial terms (implying a minimum grant element depending on the recipient country and the type of loan). In addition to financial flows, technical co-operation is also included .
OECD Organization for Economic Cooperation and Development
OFDI Outward foreign direct investment
OFDI Outward foreign direct investment
Official international support For the purpose of the SDGs, official international support refers to assistance in the form of official development assistance and other official flows .
OIE World Organisation for Animal Health
ONS Office for National Statistics of the United Kingdom
OOF Other official flows (OOF) are transactions by the official sector with countries and territories which do not meet the conditions for eligibility as ODA, either because they are not primarily aimed at development or because they do not meet the minimum grant element requirement .
P&C Principles and Criteria
Pandemic Commonly described by the WHO as ‘the worldwide spread of a new disease’, no strict definition is provided. In 2009, they set out the basic requirements for a pandemic:

  1. New virus emerges in humans
  2. Minimal or no population immunity
  3. Causes serious illness; high morbidity/mortality
  4. Spreads easily from person to person
  5. Global outbreak of disease.

The US Centre for Disease Control uses a similar approach, but with a reduced set of criteria. It is very difficult to gauge whether the spread of a disease should be termed an outbreak, epidemic or pandemic. In other words, when to declare a pandemic isn’t a black and white decision .

Paris Climate Agreement The Paris Agreement is an agreement within the UNFCCC aiming is to strengthen the global response to the threat of climate change by keeping a global temperature rise this century well below 2°C above pre-industrial levels and to pursue efforts to limit the temperature increase even further, to 1.5°C. It aims to strengthen countries’ ability to deal with the impacts of climate change. To reach these ambitious goals, appropriate financial flows, a new technology framework and an enhanced capacity building framework are intended to support developing countries, in line with their national objectives .
PBL Planbureau voor de Leefomgeving
PCI Productive Capacities Index (PCI) is a multidimensional composite index that measures productive capacities of economies by using eight categories: natural and human capital, energy, institutions, private sector, structural change, transport and information, and communication technologies, which together yield the multidimensional productive capacity index
PHEIC Public health emergency of international concern (PHEIC): Serious public health events that endanger international public health. This term is defined in as “an extraordinary event which is determined [...]:

  • to constitute a public health risk to other States through the international spread of disease; and
  • to potentially require a coordinated international response”.

This definition implies a situation that: is serious, unusual or unexpected; carries implications for public health beyond the affected State’s national border; and may require immediate international action. The responsibility of determining whether an event is within this category lies with the WHO Director-General and requires the convening of a committee of experts, the IHR Emergency Committee. This committee advises the Director-General on the recommended measures to be promulgated on an emergency basis, known as temporary recommendations. Temporary recommendations include health measures to be implemented by the State Party experiencing the PHEIC, or by other States Parties, to prevent or reduce the international spread of disease and avoid unnecessary interference with international traffic .

PIANC The World Association for Waterborne Transport Infrastructure (PIANC)
PMI Purchasing Managers’ Index (PMI) is a monthly indicator of expected economic activity, collected by surveying senior executives at private sector companies. The PMI is a weighted average of five sub-indices measuring new orders, output, employment, suppliers’ delivery times and stocks of purchases. It is calculated for the total economy as well as for specific sectors, such as manufacturing, construction, services, etc. A figure of 50 indicates that no change in economic production is expected; a value above 50 means that the economy is expected to grow, a value below 50 that it is expected to contract .
PNG Publicly Non-Guaranteed debt (PNG) is an external debt of the private sector that is not contractually guaranteed by a public sector unit resident in the same economy . Unless otherwise indicated, only long-term debt (maturity of more than one year) is included.
PPE Personal protective equipment
PPG Publicly guaranteed debt (PPG) is an external debt liabilities of the private sector, the servicing of which is contractually guaranteed by a public unit resident in the same economy as the debtor . Unless otherwise indicated, only long-term debt (maturity of more than one year) is included.
PPI Private Participation in Infrastructure
PPP Purchasing power parity
PPPs Public Private Partnerships
PRGT The Poverty Reduction and Growth Trust is a trust housed in the IMF which provides concessional assistance to low‐income member countries.
Private flows Private flows consist of flows at market terms financed out of private sector resources and private grants. They include FDI, private export credits, securities of multilateral agencies and bilateral portfolio investment. Private flows other than FDI are restricted to credits with a maturity of greater than one year .
Productive capacities UNCTAD defines productive capacities as consisting of the productive resources, entrepreneurial capabilities and production linkages that together determine a country’s ability to produce goods and services that will help it grow and develop
PTAs Preferential Trade Arrangements (PTAs) can be established under paragraphs 4 to 10 of Article XXIV of GATT between parties through which one party can grant more favourable trade conditions to other parties of the arrangement and not to other WTO members.
Public bond debt Public debt in the form of sovereign international bonds traded in international capital markets .
Public sector debt All debt liabilities of resident public sector units to other residents and nonresidents .
R&D Research and development (R&D) comprise creative and systematic work undertaken in order to increase the stock of knowledge – including knowledge of humankind, culture and society – and to devise new applications of available knowledge .
R&D intensity R&D intensity is defined as the ratio of gross domestic expenditure on research and development (GERD) to GDP .
R&D services Research and experimental development (R&D) comprise creative and systematic work undertaken in order to increase the stock of knowledge
– including knowledge of humankind, culture and society – and to devise new applications of available knowledge. (The OECD Frascati Manual)
The definition used for international trade (MSITS 2010) includes testing and product development that may give rise to patents, as an addition.
Remittances The term remittances can refer to three concepts, each encompassing the previous one. “Personal remittances” are defined as current and capital transfers in cash or in kind between resident households and non-resident households, plus net compensation of employees working abroad. “Total remittances” include personal remittances plus social benefits from abroad, such as benefits payable under social security or pension funds. “Total remittances and transfers to non-profit institutions serving households (NPISHs)” includes all cross-borders transfers benefiting household directly (total remittances) or indirectly (through NPISHs) .
Revealed comparative advantage in exports Revealed comparative advantage in exports is the proportion of a country group’s exports by service category divided by the proportion of world exports in the corresponding category.
RFA Regional Financial Agreements
RHS Right Hand Side
RO/RO ships Roll-on/Roll-off ships are cargo ships which are used to transport wheeled cargo, such as cars, buses, etc.
RTA Regional trade agreement
SAR Special Administrative Region
SASB Sustainability Accounting Standards Board
SDFA Sustainable Development Finance Assessment
SDG Sustainable Development Goal
SDR Special Drawing Rights (SDR)
Serological tests Tests that do not detect the virus itself but instead detect antibodies produced in response to an infection.
Seroprevalence Level of a pathogen in a population, as measured in blood serum.
SG Secretary General
Shadow economy The shadow economy includes all economic activities which are hidden from official authorities for monetary, regulatory, and institutional reasons .
Shallow Trade Agreements Shallow Trade Agreements are reciprocal agreements between countries that cover tariffs and other border measures.
Short-term debt Debt liabilities having a maturity of one year or less; maturity can be defined on an original or reminaing basis . Interests in arrears on long-term debt are included within short-term debt.
SIDS

Small island developing states (SIDS) were recognized as a distinct group of developing countries at the Earth Summit in Rio de Janeiro in June 1992. More information on UNCTAD official page.

SITC Standard International Trade Classification. The commodity groupings of SITC reflect (a) the materials used in production, (b) the processing stage, (c) market practices and uses of the products, (d) the importance of the commodities in terms of world trade, and (e) technological changes.
SITS Statistics of International Trade in Services
SME Small- and medium-sized enterprise
SNA System of national accounts
Soft infrastructure Ideas and conceptual frameworks that give shape and direction to what is eventually physically manifest .
SPS Sanitary and phytosanitary measures (SPS): Any measure applied: (a) to protect animal or plant life or health within the territory of the trade partner from risks arising from the entry, establishment or spread of pests, diseases, disease-carrying organisms or disease-causing organisms; (b) to protect human or animal life or health within the territory of the trade partner from risks arising from additives, contaminants, toxins or diseases causing organisms in foods, beverages or feedstuffs; (c) to protect human life or health within the territory of the trade partner from risks arising from diseases carried by animals, plants or products thereof, or from the entry, establishment or spread of pests; or (d) to prevent or limit other damage within the territory of the trade partner from the entry, establishment or spread of pests .
SSC South-South Cooperation
Stocks-to-use ratio Stocks-to-use ratio for a given commodity in an economy is the ratio of market-year ending stock over domestic consumption . For the world it is as world stocks divided by world use.
Structural transformation Structural transformation or change can be broadly defined as the reallocation of economic activity across three broad sectors, agriculture, manufacturing and services, which accompanies the process of economic growth . It usually refers to the transfer or shift of production factors — especially labour, capital and land — away from activities and sectors with low productivity to those with higher productivity, which are typically different in location, organization and technology .
Sustainability report Sustainability report is a document published by an entity describing the economic, social, environmental impacts caused by its activities; it is composed of a certain number of disclosures along the main pillars of sustainable development .
Tanker trade This category includes trade in crude oil, refined petroleum products, gas and chemicals.
Tariff line A single item in a country’s tariff schedule .
Tariff peak A single tariff or a small group of tariffs that is/are particularly high.
Tariffs Tariffs “are customs duties on merchandise imports, levied either on an ad valorem basis (percentage of value) or on a specific basis (e.g. $7 per 100 kg). Tariffs can be used to create a price advantage for similar locally produced goods and for raising government revenues. Trade remedy measures and taxes are not considered to be tariffs.”
TBT Technical barriers to trade (TBT) are measures referring to technical regulations, and procedures for assessment of conformity with technical regulations and standards.
TDB UNCTAD Trade and Development Board
TEU Twenty-foot Equivalent Unit
TFA The WTO Agreement on Trade Facilitation came into force on 22 February 2017 following its ratification by two-thirds of the WTO membership. The TFA contains provisions for expediting the movement, release and clearance of goods, including goods in transit. It also sets out measures for effective cooperation between customs and other appropriate authorities on trade facilitation and customs compliance issues. It further contains provisions for technical assistance and capacity building in this area.
Tier 1 Tier 1 means that a SDG indicator has been classified by the IAEG-SDG as being conceptually clear, has an internationally established methodology and standards are available, and data are regularly produced by countries for at least 50 per cent of countries and of the population in every region where the indicator is relevant.
Tier II indicator SDG indicator that is conceptually clear, has an internationally established methodology and standards are available, but data are not regularly produced by countries .
Tier III indicator SDG indicator for which there is no internationally established methodology or standards yet available, but methodology or standards are being (or will be) developed or tested .
TORs Terms Of References
Total resource flows In the context of the IAEG-SDG, these flows quantify the overall expenditures that donors provide to developing countries, including official and private flows, both concessional and non-concessional. Specifically, they include ODA, OOFs and private flows .
Tourism direct GDP Tourism direct GDP measures direct contributions of tourism to the national economy, since tourism does not exist as a separate industry in the standard industrial classification. Instead, it is embedded in various other industries. (no SDG metadata)
Tourism sector Tourism sector is the cluster of production units in different industries that provide consumption goods and services demanded by visitors. Such industries are called tourism industries because visitor acquisition represents such a significant share of their supply that in the absence of visitors, the production of these would cease to exist in meaningful quantities .
Trade in services In the international trade in services context, services are understood as the result of a production activity that changes the conditions of the consuming units or facilitates the exchange of products or financial assets . Following the balance-of-payments classification, trade in services refers to manufacturing services, repair services, transport, travel, construction, telecommunications, computer services, financial services, insurance, intellectual-property related and other business services, as well as personal and cultural services, and government services.
TRAINS Trade Analysis and Information System
TRIPS Trade Related Aspects of Intellectual Property Rights (TRIPS)
TTRI Tariff trade restrictiveness index (TTRI) is an index measuring the average level of tariff restrictions imposed on imports.
UN Women UN Women is the United Nations entity dedicated to gender equality and the empowerment of women (UN Women).
Underground economy Underground production consists of activities that are productive in an economic sense and quite legal (provided certain standards or regulations are complied with), but which are deliberately concealed from public authorities for the following reasons: (i) to avoid the payment of income, value added or other taxes; (ii) to avoid payment of social security contributions; (iii) to avoid meeting certain legal standards such as minimum wages, maximum hours, safety or health standards, etc; or (iv) to avoid complying with certain administrative procedures, such as completing statistical questionnaires or other administrative forms .
Undernourishment For the purposes of SDG Indicator 2.1.1, [glossray-ignore]undernourishment[/glossray-ignore] is defined as a dietary energy intake that is below what is needed to retain a minimum acceptable BMI at low physical activity. The prevalence of undernourishment in a population is estimated based on mean and variation of consumption in calories in that population .
UNDESA United Nations Department of Economic and Social Affairs
UNECA United Nations Economic Commission for Africa
Unemployment The unemployed comprise all persons of working age who were: (a) without work during the reference period, i.e. were not in paid employment or self-employment; (b) currently available for work, i.e. were available for paid employment or self-employment during the reference period; and (c) seeking work, i.e. had taken specific steps in a specified recent period to seek paid employment or self-employment. Future starters, that is, persons who did not look for work but have a future labour market stake (made arrangements for a future job start) are also counted as unemployed, as well as participants in skills training or retraining schemes within employment promotion programmes, and persons “not in employment” who carried out activities to migrate abroad in order to work for pay or profit but who were still waiting for the opportunity to leave .
UNEP United Nations Environment Programme
UNESCO United Nations Educational, Scientific and Cultural Organization
UNESCO UIS United Nations Educational, Scientific and Cultural Organization Institute of Statistics
UNFCCC United Nations Framework Convention on Climate Change
UNFPA United Nations Population Fund
UNGC United Nations Global Compact (UNGC) is a voluntary initiative based on company-level commitments to adopt sustainability and socially responsible principles and to take steps to support UN goals .
UNODC United Nations Office on Drugs and Crime
UNSD United Nations Statistics Division
VAR Vector autoregression
Weighted mean applied tariff The average of effectively applied rates weighted by the product import shares corresponding to each partner country .
Weighted tariff-average Weighted average of tariffs applied to imports of goods in HS chapter 01-97. The tariffs are weighted by the value of the imported goods to which they are applied. It is expressed as percentage of the value of goods imported. The average level of customs tariff rates applied worldwide can be used as an indicator of the degree of success achieved by multilateral negotiations and regional trade agreements. See metadata for indicator 17.10.1 .
WFP World Food Programme
WHO World Health Organization
WMO World Meteorological Organization
WRI World Resources Institute
WTO World Trade Organization
WTO TFA World Trade Organization Agreement on Trade Facilitation (WTO TFA)

References

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Diversification /diversification/ Tue, 21 Mar 2023 08:12:57 +0000 /?p=3692

The process of structural transformation – reallocation of production factors from low-productivity, labour-intensive, and polluting activities to higher-productivity, skill-intensive, and sustainable ones -—
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– is central to enhancing productivity and incomes to mitigate vulnerability to market shocks. With no sign of further industrialization in Africa and LDCs and stalled progress in manufacturing in most vulnerable economies, coupled with challenges in their digitalization, the role of digital technologies becomes even more important in diversifying economies and building resilient systems that are open, inclusive, and secure and benefit everyone. “Transforming the economies through diversification” is a critical element for inclusive prosperity -—
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The two sections of this chapter discuss these issues drawing on SDG indicators and other official statistics:

  1. Structural transformation to mitigate persistent technology gap
  2. Digital technologies are key to economic diversification
The shifting international landscape underscores the urgency of rethinking policies for economic diversification, with a renewed focus on intersectoral linkages and regional integration.Read more on this in UNCTAD SG’s report ahead of 16th session of the Conference.

LDCs not on track to meet their SDG 9.2 target by 2030 in manufacturing value added and employment.

In 2024, the price of a mobile broadband subscription was equivalent to 5% of per capita GNI in LDCs.

References

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Sustainability and resilience /sustainability-and-resilience/ Mon, 20 Mar 2023 11:05:57 +0000 /?p=9680

In 1964, when UNCTAD was created, the risk of ecological disaster was hardly on the international agenda. Today, as we prepare for UNCTAD 16, persisting increases in greenhouse gas emissions threaten development progress and future generations’ opportunities to live in a sustainable world. Transport infrastructure, and in particular ports, are increasingly susceptible to climate-driven extremes, making adaptation and resilience building increasingly urgent. We must change course. Continuing the trajectory of climate change, biodiversity loss, pollution and ecosystems degradation will unravel progress on the SDGs, exacerbating hunger, poverty, conflict, disasters, and health crises.

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emphasizes the need to enhance the sustainability and resilience of transport infrastructure and services, and to decouple economic growth from environmental degradation and greenhouse gas emissions. It advocates for promoting sustainable energy and providing developing countries access to environmentally sound technologies and recognises the importance of conservation and sustainable use of oceans, seas and marine resources, as key strategies for implementing the 2030 Agenda and achieving a sustainable economy. The two sections of this chapter discuss these sustainability and resilience issues drawing on SDG indicators and other official statistics:

  1. Uncertainty and disruptions are affecting maritime transport, its sustainability and resilience
  2. Emissions growth continues, threatening the Least Developed Countries the most
The poor pay the highest price for shocks, crises and their cross-border ripple effects.

Read more on this in UNCTAD SG’s report ahead of 16th session of the Conference.

Weather and climate-driven extremes pose increasing risks for global ports, making adaptation, resilience-building and DRR an increasingly urgent imperative.

If all regions were able to reduce their carbon intensity of GDP to around 200 g/$, global annual emissions would reduce by nearly 45%.

70% of the world’s disaster fatalities occur in LDCs.

References

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Unlocking transition pathways: A global perspective to SDG costing with synergistic approaches /sdg-costing/ Tue, 07 Mar 2023 07:35:09 +0000 /?p=9708

The Bridgetown Covenant underlines the importance of “boosting resources, private and public, and domestic and international” and their “effective employment” in delivering on the 2030 Agenda -—
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, the UN Secretary-General urged world leaders to come together at the SDG Summit in September 2023 to deliver a Rescue Plan for People and Planet centred around three major breakthroughs: equipping governance and institutions for sustainable and inclusive transformation; prioritizing policies and investments that have multiplier effects across the goals; and securing a surge in SDG financing and an enabling global environment for developing economies. This SDG Pulse In Focus offers analytical, data-driven input to these efforts based on experimental costing of SDG indicators using official statistics.

The 2030 Agenda can be seen as a universal agenda for investment in sustainable development. But progress towards the SDGs is off track and slipping increasingly out of reach. Effective action is hampered by the lack of overall understanding of the financing needs required to achieve the SDGs. It is difficult to align the national budgets, investment and financing flows, or debt relief with the needs for achieving the SDGs when there is no data to guide decisions.

In recent years, approximately 50 countries have estimated the costs of achieving selected SDGs reflecting national priorities based on guidance developed by the Inter-agency Task Force on Financing for Development -—
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. These efforts have shown that better data and understanding of the costs can strengthen financing for national sustainable development priorities and feed effectively into national planning. These estimates are, however, tailored for specific national purposes and the global picture of the need for SDG financing remains weak and incomplete.

The 2023 SDG Pulse In Focus discusses experimental cost estimates calculated for 60 countries, including 21 developing economies1, initially covering 20 SDG indicators including their breakdowns, and spanning across the transition pathways. The study covers more than 45 per cent of the global population. This analysis, however, focuses on developing economies covering over 35 per cent of their total population. The SDG transition pathways on energy, education, jobs and social protection, digitalization, food systems and climate, as communicated by the UN Deputy Secretary-General -—
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, are the focus of the analysis. UNCTAD has developed an SDG costing methodology that considers synergies and trade-offs, i.e., the impact of spending on one SDG across the other goals (see Annex I). This method can be used to identify strategies and best practices to maximize the effect of spending on the achievement of the SDGs. When effectively implemented, systematic financing through the pathways can serve as catalysts for change to focus on sustainable solutions and put human rights and equality at the centre.

The work is inspired by the UN Secretary-General’s SDG Stimulus which calls for a massive increase in financing for development, including humanitarian support and climate action, and is part of the related UN-wide efforts, led by UNCTAD with UN DESA and UNDP to pool expertise across the UN and provide effective tools and methods to cost the achievement of SDGs across the transition pathways (Figure 1). That effort is carried out in collaboration with UN Women to ensure gender focus and with IFAD, IEA, ILO, ITU, ESCWA, UNEP, UNESCO, UN-Habitat, UNICEF and other interested partners.

The method used in this study is based on countries’ official statistics on government expenditure by sector2 compared to development outcomes measured using countries’ SDG indicator data. Indicators of government effectiveness, political stability and absence of violence and terrorism, as well as FDI (net inflows) were used as control variables. While the input data consist of official statistics, the analysis is based on SFM and as such the results are estimates that include uncertainty (see Annex I). However, we hope that even provisional estimates regarding optimal spending have the potential to inform policies on how to accelerate progress towards SDGs.

While this study focuses on the total costs of achieving SDG transition pathways for the covered SDG indicators, UNCTAD World Investment Report has previously estimated the SDG investment gap to finance capital expenditure -—
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will provide an update of the estimate of the SDG investment gap, at the midpoint of the 2030 Agenda.3 This work responds to a request by the General Assembly -—
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for the World Investment Report “to focus on promoting investments for sustainable development as well as concrete recommendations, including on strategic sectors to invest for the implementation of the 2030 Agenda”.

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to develop SDG costing methods and tools, and the role of UNCTAD “as the focal point of the United Nations for the integrated treatment of trade and development and interrelated issues in the areas of finance, investment, technology and sustainable development” -—
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. The study provides the first preliminary estimates using a new methodology based on SDG indicators and official statistics and offers a starting point for further work to expand these estimates and enhance the methodology. In a world without data gaps, this analysis could be done for all SDG targets and countries. Thus, the resulting analysis of critical data gaps is also a key value-added highlighting this exercise for much needed investment in key statistics.

The United Nations has identified the below six transition pathways (Figure 1) to maximize efforts towards achieving the 2030 agenda and to enable translating global commitments to support for country-level implementation.

Figure 1. Six transition pathways to sustainable development include 12 SDGs

Source: UNCTAD mapping based on -—
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The costing exercise covers 20 SDG indicators to date

The aim of this experimental study is to cover SDG indicators included within the six transition pathways with sufficient country coverage and in a way that can be costed. The SDG indicator framework includes 231 unique SDG indicators, of which 163 are classified as tier I -—
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Out of 163 tier I SDG indicators, 109 fall within the transition pathways and 91 of these could in principle be costed at a country level. Indicators that are global in scope, like ‘the number of countries…’, cannot be costed for national achievement, and some are not relevant to all countries globally. Furthermore, even for some tier I indicators country coverage is low, especially for developing economies. Therefore, this first analysis estimates the costs of meeting the target values of the 20 SDG indicators and their breakdowns within the pathways (Table 1).

This study analysed a time series spanning from 2005 to 2021. The indicators spread across nine SDGs among the twelve included in the transition pathways. This analysis could potentially be extended to other SDG indicators and countries following further data collection efforts.

Table 1. 20 SDG indicators including their breakdowns are considered in the SDG costing exercise by transition pathway
Transition pathwaySDG indicators includedSDG indicator target values to reach 2030 Agenda
Climate change, biodiversity loss and pollution15.1.2 F Proportion of important sites for freshwater biodiversity that are covered by protected areas90%
15.1.2 T Proportion of important sites for terrestrial biodiversity that are covered by protected areas83%
15.4.1 Coverage by protected areas of important sites for mountain biodiversity83%
Energy access and affordability7.1.1 Proportion of population with access to electricity100%
7.2.1 Renewable energy share in the total final energy consumption25,6% developing,
32% developed
7.3.1 Energy intensity measured in terms of primary energy and GDP2
Food systems2.a.1 The agriculture orientation index for government expenditures1
15.1.2 F Proportion of important sites for freshwater biodiversity that are covered by protected areas90%
15.1.2 T Proportion of important sites for terrestrial biodiversity that are covered by protected areas83%
15.4.1 Coverage by protected areas of important sites for mountain biodiversity83%
Transformed education systems4.1.1 Proportion of children and young people achieving a minimum proficiency level in reading and mathematics90%
4.1.2 P Completion rate (primary education)97% developing,
100% developed
4.1.2 L Completion rate (lower secondary education)97% developing,
100% developed
4.1.2 U Completion rate (upper secondary education)97% developing,
100% developed
9.2.1 Manufacturing value added as a proportion of GDP and per capita20%
9.c.1 Proportion of population covered by a mobile network, by technology100%
Social protection and decent job1.4.1 Proportion of population living in households with access to basic services100%
2.a.1 The agriculture orientation index for government expenditures1
3.2.1 Under‑5 mortality rate25/1 000
3.2.2 Neonatal mortality rate12/1 000
3.3.2 Tuberculosis incidence per 100,000 population0/100 000
3.b.1 Proportion of the target population covered by all vaccines included in their national programme100%
4.1.1 Proportion of children and young people achieving a minimum proficiency level in reading and mathematics90%
4.1.2 P Completion rate (primary education)97% developing, 100% developed
4.1.2 L Completion rate (lower secondary education)97% developing, 100% developed
4.1.2 U Completion rate (upper secondary education)97% developing, 100% developed
5.4.1 Proportion of time spent on unpaid domestic and care work, by sex, age and location< 1.03
5.5.1 Proportion of seats held by women in national parliaments (% of total number of seats)50%
Digital transformation9.2.1 Manufacturing value added as a proportion of GDP20%
9.c.1 Proportion of population covered by at least a 3G mobile network100%

Source: UNCTAD deliberations and review of literature.

Note: For the majority of the countries covered in this study, the indicator 1.4.1 reflects the percentage of the population that has access to basic drinking water services across various geographical areas. Energy intensity (7.3.1) is expressed in megajoules per unit of purchasing power parity GDP in constant 2017 US$ figures. 15.1.2 is distinctly presented as two indicators: 15.1.2 F (Proportion of important sites for freshwater biodiversity that are covered by protected areas) and 15.1.2 T (Proportion of important sites for terrestrial biodiversity that are covered by protected areas) following Global SDG database -—
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are provided separately. In a similar fashion, some indicators are analysed by their breakdowns, e.g., 4.1.2 forms three indicators by levels of education.

This study applies an SFM method which is valuable for analysing the structure and interactions of producer performance, its determinants and synergies. It is interesting when applied to SDG achievement since countries’ performance is subject to strong influence by government decisions, priorities and expenditures. The public sector plays a central role in steering the pursuit of the 2030 Agenda and seeking financing to that end, especially in health and social sectors, but arguably also in environmental protection. This study incorporates both recurrent and capital expenditures. However, due to the focus on government expenditures, the role of private investment is not fully captured, and it is significant for specific SDGs, like investment in digital technology, and varies by country, e.g., as some countries may have a notable share of privately provided health or education services. This is mitigated by control variables on government effectiveness, political stability and absence of violence and terrorism, and FDI net inflows. Furthermore, the selection of categories included is based on the statistical significance between government expenditure and the related policy measures. The 2023 World Investment Report will complement the picture with its focus on the private investment perspective.

Major increases needed to support social protection and decent jobs

Critical to the advancement of SDGs 1, 2, 3, 4, and 5, this pathway is about pursuing wellbeing, access to essential services, equality and human rights. This exercise considers the costs of achieving the targets for access to basic services (target 1.4), investment in rural infrastructure and agriculture (SDG indicator 2.a.1), education completion and proficiency in reading and mathematics (target 4.1), and reducing child mortality (target 3.2), fighting tuberculosis (SDG indicator 3.3.2) and ensuring access to vaccines (3.b.1). The study also considers the requirements of achieving gender equality in the parliaments and local government (5.5.1) and in time use on unpaid domestic and care work (5.4.1).

From 2023 to 2030, achieving these indicators is estimated to require an average annual per capita cost of US$1 194 (or 13.7 per cent of GDP) in the 21 developing economies covered.4 This value illustrates the total financing required to achieve the SDG indicators covered for the social protection and decent jobs pathway and could be funded from various sources of financing.

Achieving the indicators costed5 presents unique challenges and opportunities for countries. Afghanistan grapples with elevated neonatal mortality rates for neonatal (SDG indicator 3.2.2) and under-five year-olds (3.2.1), coupled with restricted access to vaccines (3.b.1) and low education results (4.1.1 and 4.1.2). Addressing these challenges in Afghanistan would demand significant yearly spending, approximately 22 per cent of GDP or around US$3.3 billion per year. Some countries, like Armenia, have made commendable progress with near-universal access to basic services (1.4.1) and an impressive vaccination rate (3.b.1) but challenges remain with the high mortality of under-five year-olds (SDG indicator 3.2.1) and the low gender parity in national parliaments (5.5.1). In Azerbaijan, prioritizing education has resulted in high completion rates (SDG indicator 4.1.2), but further improvements are needed in health (3.2.1, 3.2.2, 3.3.2 and 3.b.1) and women's political participation (5.5.1).

Bolivia, along with other countries, faces challenges in health and education results, marked by high under-five year-olds’ mortality (3.2.1) and prevalent tuberculosis (3.3.2). Other countries, such as China and Thailand, have made substantial progress while focused efforts are still needed. China stands out with its robust agriculture orientation of government spending (SDG indicator 2.a.1). Additionally, 94 per cent of China's vast population has access to basic services (1.4.1). Kazakhstan has excelled in education results (4.1.1 and 4.1.2) and vaccination rates (3.b.1). The Maldives, for instance, have achieved complete access to basic services (1.4.1). Thailand, despite challenges, is making promising strides toward eradicating tuberculosis (3.3.2).

It is essential to note that improvements in unpaid care and domestic work participation (SDG indicator 5.4.1) present a long-term challenge for the countries surveyed. For instance, Bolivia's score stands at 1.69,6 indicating a significant imbalance in unpaid care responsibilities. Afghanistan, with a score of 8.57, shows a stronger need for considerable efforts in achieving gender equality in unpaid domestic and care work. This goal, crucial for gender equality and economic productivity, may not be attained until after 2030, underscoring the need for persistent focus and strategic actions.

Digitalization is a key driver of progress across the 2030 Agenda

This pathway promotes tech-driven economies, enhancing innovation, job creation, and economic outcomes contributing to SDG 9. Digitalization influences structural change through its impacts on productivity, employment, sectoral linkages and trade -—
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, and has therefore important effects across the 2030 Agenda. Digital divides and related skills bias may also hamper progress in structural transformation towards higher value-added activities.

On the digital transition pathway, the two first indicators costed include the manufacturing share of value added in GDP (SDG indicator 9.2.1), and the universal coverage of mobile networks (9.c.1). Their achievement from 2023 to 2030 is estimated to cost US$325 per capita annually (3.4 per cent of GDP) for the 21 developing economies covered.

There are large country differences in progress within this pathway, and in the role of the government therein. For instance, Afghanistan, despite its needs, shows promise with a manufacturing share of value added at 27 per cent of GDP (SDG indicator 9.2.1) and a 57 per cent mobile network coverage (9.c.1). China and Türkiye show strong progress within the digital transition pathway with high manufacturing value added share and near-universal mobile network coverage. Smaller economies like Armenia and Mongolia impress with 100 per cent mobile network coverage and have in practice bridged the digital divide for mobile access.

However, achieving universal mobile network coverage and increasing manufacturing share to over 20 per cent of GDP presents challenges for many countries. Sustained efforts, including bolstering digital literacy, digital infrastructure investment, and creating a favourable environment for innovation and entrepreneurship, are vital for harnessing digital transformation's potential for growth. UNCTAD’s efforts to support entrepreneurs in this regard are discussed in UNCTAD In Action.

Education to unlock innovation for sustainability

The education transition pathway underlines the significance of quality education (SDG 4), empowering individuals with the knowledge and skills essential for sustainable development and related research and development (SDG 9). The study considers the costs of achieving 90 per cent proficiency in reading and mathematics (SDG indicator 4.1.1), 97 per cent education completion rate (4.1.2), higher manufacturing value added share (9.2.1) and universal mobile network coverage (9.c.1) (the latter two are also included in the previous section).

Achieving these SDG indicators as part of the education transition pathway is estimated to cost US$422 per capita annually for the developing economies studied (corresponding to 4.8 per cent of their GDP). Armenia, and Kazakhstan show high achievement levels, with near-universal education completion rates (SDG indicator 4.1.2) and impressive digital inclusion metrics for mobile network coverage (9.c.1). Conversely, countries like Somalia, and Mauritius lag significantly behind on both indicators. According to -—
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, it was estimated that the cost of achieving the key SDG 4 targets, including universal pre-primary, primary, and secondary education in low- and lower-middle-income countries by 2030, would amount to US$461 billion on average between 2023 and 2030. These figures highlight the significant financial resources required to meet the targets and emphasize the importance of adequate funding to support the implementation of education initiatives in these countries.

The later discussion on synergies, underlines the important effect on education spending across the 2030 Agenda, including through enhanced human capital, socio-economic development, reduced inequality, higher innovation, and sustainable industrialization.

Food system transition remains challenging for many developing economies

Overall, the food system transition pathway aligns with the zero-hunger goal (SDG 2) and underscores the essential role of agriculture for food security, to improve rural livelihoods, and to bolster resilience. This study considers the cost of developing rural infrastructure and agriculture (SDG indicator 2.a.1), and protecting important sites for terrestrial, freshwater and mountain biodiversity (15.1.2 and 15.4.1). This costing exercise, however, does not consider the achievement of the zero-hunger target and could be extended in the future.

The estimated average annual per capita cost for developing economies to achieve indicators covered for this pathway is US$225. These contribute to enhanced food security, sustainable agricultural practices, mitigating climate change impacts, and conserving biodiversity.

While some countries have made significant strides in agricultural expenditure orientation (SDG indicator 2.a.1) and protected area coverage for biodiversity (15.1.2 and 15.4.1), others are far from the targets. The agriculture orientation index for government expenditures indicates efforts in supporting the agricultural sector (2.a.1). Some countries, like El Salvador and Thailand, have high scores, demonstrating their prioritization of agricultural development. However, there is room for improvement in many countries where the index remains low.

While some countries, like Thailand, have made notable progress in biodiversity conservation (SDG indicators 15.1.2 and 15.4.1), others struggle to reach higher levels of protected area coverage. The food system pathway presents an opportunity for countries to address the complex interplay between food production, climate change, and biodiversity conservation, and is an important area for further efforts to fill data gaps and enable an extended analysis of indicators and countries.

Energy transition has the potential to boost sustainability across sectors

The energy transition pathway aims to enable access to electricity, renewable energy and reduce energy intensity towards SDG 7 and taking urgent action on climate change towards SDG 13. This study considers the cost of achieving universal access to electricity (SDG indicator 7.1.1), increasing the share of renewables (7.2.1) and reducing energy intensity (7.3.1). The cost of taking action to address climate change merits an extended study and has not been considered yet.

Achieving these indicators requires yearly spending of US$586 per capita (6.7 per cent of GDP) in the 21 developing economies considered. Earlier the Sustainable Energy for All consortium -—
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estimated that the requirements are in the range of US$1.0–1.2 trillion annually from 2012 to 2030 to achieve universal access to modern energy services, double the global rate of improvement in energy efficiency, and double the share of renewable energy in the global energy mix. This would have required tripling the level of investments in 2010. But as years have gone by, and as we have also seen some setbacks, the annual spending needs have increased. The report estimated that the bulk of the resources would be needed for energy efficiency and renewable energy interventions.

The -—
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estimates that the world must rapidly increase annual clean energy investment to reach US$4.5 trillion globally by 2030 in order to achieve universal access and decarbonise the global energy sector consistent with a trajectory to limit global temperature rise to 1.5 degrees by the end of the century. While investments in clean energy are rising rapidly in developed economies and China, the levels have remained flat in developing economies. This would need to climb 7-fold to reach between US$1.4-1.9 trillion by the early 2030s to align with the outcomes of the Paris agreement, according to the IEA and IFC. Concessional financing will be essential to attract the needed private investment to clean energy in these regions, with the required concessional finance estimated to be between 80 and 100 billion in the years around 2030.

Among developing economies studied, ten have achieved universal access to electricity (SDG indicator 7.1.1), while additional efforts are needed in Myanmar (70 per cent) and Somalia (80 per cent) to get closer to 100 per cent -—
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. Renewable energy share (7.2.1), on the other hand, is highest in Somalia, Guatemala, Myanmar and Kyrgyzstan, ranging between 30 and 95 per cent. Yet, Uzbekistan, Iran, Kazakhstan, Maldives, and Azerbaijan remain at below 2 per cent share of renewable energy in total final energy consumption. Almost all developing economies studied are far from reaching the energy intensity target. Among the countries assessed, only Mauritius, Afghanistan, and Türkiye have either met or come close to achieving the target. Additional focus on energy efficiency, especially in the transport sector, is crucial, and energy efficiency has synergetic links to other resource systems, like water and food.

US$1 839 per capita needed each year

The overall cost estimate for reaching the selected SDG indicators is US$1 839 per capita for the 21 developing economies. This does not consider the available financing sources or the potential remaining financing gaps, but rather the overall spending needs per year.

The sum of costs for pursuing the selected SDG targets across the pathways, discussed above, and if pursued individually, would be US$2 751 per capita. Considering synergies across goals and pathways, the actual overall cost, US$1 839 per capita, is only two thirds of the separate costs. This speaks to the systemic nature of the 2030 Agenda. While some SDG indicators are overlapping between pathways, even removing them would leave higher costs for individual pathways. This underscores the importance of leveraging synergies between the SDGs and the transition pathways. This chapter will also discuss those synergies in maximizing positive spill over effects and minimizing trade-offs across the 2030 Agenda.

A comparison of several SDG costing studies reveals a large variation in the estimates of the funding needs to achieve the 2030 Agenda. Estimates from different studies range from about US$250 to over US$1 839 per capita annually (see Annex II). The variation does not seem to be driven only by country or SDG coverage, but also by the choices made related to methodology, sector, and data sources. It should also be noted that the financing needs depend on the time left to pursue the SDGs and the current distance from them. The closer we get to 2030, the higher the annual cost to bridge the gap.

Dollars spent with a gender focus yield better results

Financing for SDGs should consider gender perspectives specifically, because if it does not, it risks reinforcing existing gender biases, or leading to otherwise unexpected outcomes. Gender equality and the empowerment of women and girls is recognized under the 2030 Agenda not only as a standalone goal but also as a prerequisite for addressing the world’s most pressing concerns, including poverty, inequality and climate change, and for greater peace and prosperity. Empirical evidence shows a robust connection between greater gender equality and improvements across key economic outcomes, including growth, productivity, and competitiveness -—
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. Vital for upholding the rights and dignity of all women and girls, gender equality is also a multiplier and accelerator of human progress, economic growth and development -—
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Gender equality, however, is still a distant goal that the world has yet to achieve. More women and girls live in extreme poverty today than men and boys, and hunger and food insecurity are a routine part of the lived reality of millions of women and girls. By the end of 2022, around 383 million women and girls lived in extreme poverty compared to 368 million men and boys -—
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. Halfway through the 2030 Agenda, the latest evidence reveals that the world is not on track to achieve SDG 5 by 2030. At the global level, none of the 18 indicators of SDG 5 are met or almost met and only one is close to target. -—
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Targeting financing across the SDGs with a gender focus, including for social protection and decent jobs, is crucial to get the world back on track. UN Women et al. -—
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estimates that over 100 million women and girls could be lifted out of poverty if governments were to employ a comprehensive strategy aimed at improving access to education and family planning, fair and equal wages, and expanding social transfers. Moreover, the analysis presented in the SDG Pulse In Focus shows a synergistic relationship between government spending on key sectors such as agriculture, transportation, energy and housing to accelerate progress towards gender equality.

According to this study, equal representation of women and men in parliaments and local governments and in unpaid domestic and care work would be attainable by 2034 for 50 per cent of the developing economies included in this study and, with a few exceptions for the 39 developed economies, with the right spending and policy mix. In agriculture, for example, support for women’s access to and control over resources can boost progress on SDG 2 to eradicate hunger in addition to SDG 5 on gender equality. Similarly, public transportation and housing are essential for improving lives and the wellbeing of those left furthest behind, especially the estimated 560 million women and girls living in slum settings around the world -—
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Efforts to develop sustainable agriculture and clean energy technologies7, including modern cooking stoves, can reduce women’s unpaid domestic work burden -—
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. Among developed economies, the model points to many different ways to optimize government spending to boost progress towards target 5.4 on the value of unpaid work and target 4.2 on pre-primary education, including the synergies of spending on housing and health.8 Spending on social protection, including maternity benefits, parental leave and childcare subsidies are key drivers of accelerated progress on target 5.5 to ensure women’s full and effective participation and equal opportunities in political, economic and public life among developed economies in the sample.9 Interestingly, the synergistic relationship of spending on agriculture and housing appeared more effective to advance female political empowerment in developing economies.10

While having a gender lens in designing stimulus packages is important, so is a commitment to stable and consistent spending on gender equality over time. More efforts are needed to track resource flows in support of gender equality and women’s empowerment in countries. In 2021, only one in every four countries had such monitoring in place. However, translating resource flows into systems change is crucial for sustainable outcomes -—
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. These findings reaffirm the importance of developing gender-sensitive tools to support decision-makers in identifying priorities for accelerated and inclusive progress towards the 2030 Agenda.

Optimizing spending - more with less and sooner?

The above cost estimates are based on an analysis of two scenarios for spending on SDGs. Business-as-usual, BAUS, assumes that the current spending trajectory continues. We arrive at the costs of achieving the targets without any reorientation. This means the costs may be high, and fewer goals are achieved with the same cost. In the optimal scenario, OS, we consider the best practice identified by the SFM. This methodology is useful in analysing producer performance and investigating its determinants -—
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, and can provide useful insights on best practices to increase efficiency and achieve SDGs with less costs. It helps to determine optimal growth rates for sectoral spending. The cost estimates discussed above in this chapter are based on the OS scenario.

With a strategic reallocation of sectoral spending, more countries can achieve SDGs sooner with less costs. Figure 2 shows the number of countries achieving the selected SDG indicators by 2030, and how their number increases from the BAUS to the OS. Certain SDG indicators are likelier to be achieved than others, namely those located on the right of the figure. For example, 17 of the 21 developing economies analysed are likely to achieve the targets for under-five and neo-natal mortality rates (SDG indicators 3.2.1 and 3.2.2) in the BAUS option, and up to two countries more in the OS scenario. Universal access to basic services (1.4.1) is challenging as only six countries will achieve it by 2030 unless OS solutions are found which would enable 19 countries to reach the target. Strategic allocation of investment is particularly important for achieving universal vaccination coverage (3.b.1), higher education completion rates (4.1.2), and to reach higher manufacturing value added (9.2.1) and renewable energy share (7.2.1.), as well as universal access to electricity (7.1.1). Here the difference of BAUS and systematic OS strategies that consider synergies are the largest.

Figure 2. With optimal investment more countries will achieve SDGs by 2030

Source: UNCTAD calculations based on -—
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Note: None of the countries included in this study are projected to achieve the SDG 15.1.2 T indicator within the specified study period for both BAUS and OS.

Deep cultural transformation to boost SDG achievement

Effective investment combinations can drive the achievement of some SDG indicators very close. In 2024, Egypt and El Salvador are on the brink of achieving universal access to basic services (SDG indicator 1.4.1), with over 80 per cent already achieved in 2021. Azerbaijan and Thailand show promise in excelling at education completion (4.1.2). Kyrgyzstan and Uzbekistan have made significant strides in ensuring universal access to electricity (7.1.1). China, Egypt, and South Africa have demonstrated progress in mobile network coverage (9.c.1). Challenges remain for universal coverage of populations with vaccinations planned in the national programme (SDG indicator 3.b.1). (Figure 3)

Figure 3. SDGs expected to be achieved with optimal scenario, by indicator, country and year, developing economies

Source: UNCTAD calculation.

Note: In this figure, each bubble represents multiple countries, enabling the representation of large number of countries within a single bubble. The figure also show the number of economies already achieving the indicator (left) and economies not expected to achieve the goal in the time period (right).

Even if not immediate, several SDG indicators are on track for achievement before 2030 assuming efficient allocation of spending. This could happen for Egypt, Thailand, and China with universal access to vaccines (SDG indicator 3.b.1), Bolivia, Maldives, and Myanmar in education completion (4.1.2), and Guatemala, Indonesia, and Uzbekistan in access to electricity (7.1.1). El Salvador, Indonesia, and Kazakhstan have the potential to achieve broad mobile network coverage (9.c.1). However, challenges lie ahead for other developing economies in achieving targets measured by these indicators.11 Regardless of optimal spending scenarios, some indicators on the far right and out of sight remain challenging to reach. Optimal scenarios need to be supported with other policy measures to address many cultural and other barriers to progress.

High public spending helps but is no guarantee

Higher government spending is generally associated with better outcomes in achieving SDGs. To assess this, we compared government spending with the -—
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scores (Figure 4). However, this relationship is not consistent across all countries, as highlighted by Afghanistan's high government spending (48 per cent relative to GDP) but low SDGs Index score (49). Finland, with high government spending, equalling 56 per cent of GDP, emerges as the top performer also in terms of the SDG Index score of 88. Notably, Ireland stands out as interesting case, where government spending is relatively modest (25 per cent) compared to GDP, but the country achieves a comparatively high SDGs Index score (80). This highlights the importance to consider factors beyond spending, such as governance and policy implementation. Adequate funding combined with strategic planning and stakeholder collaboration are necessary for achieving the SDGs.

Figure 4. Current government spending is not always indicative of support to achieving the SDGs
(Percentage of GDP, SDGs Index score)

Source: UNCTADstat Data Centre -—
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Understanding synergies is key to SDG achievement

The analysis shows strong interconnections between government spending across sectors and SDGs. This underscores the critical need for an integrated, holistic approach to financing the SDGs. Spending on education is particularly effective in fostering achievement of outcomes across all SDGs. Similarly, spending on 'information and telecommunications' and 'health' can substantially enhance ‘education’ outcomes, creating mutual benefits.

The highest synergy coefficient of 7.5 is found for 'health' and 'education' spending. A synergy coefficient of 7.5 implies that a unit increase in combined spending on 'health' and 'education' is associated with a 7.5-fold improvement in achieving the SDGs. This suggests that the combined output of the education and health sectors has a significantly stronger impact on the SDGs compared to the sum of their individual outputs. Working on these two sectors together can lead to enhanced performance in achieving the SDGs, surpassing what could be achieved by focusing on them independently. Similarly, combined spending on 'agriculture' and 'education', or on 'housing' and 'education' yield notable synergy coefficients of 6.8 and 6.0, respectively. Synergies are also found in combined spending on 'health' and 'social' sectors, and on 'transport' and 'social' sectors, with coefficients of 2.5 and 1.7, respectively.

Systematic strategies that consider spillover effects and trade-offs can multiply effectiveness. The following figure illustrates the synergies of sectoral spending.

Figure 5. Impact of synergistic spendings on the SDGs

Source: UNCTAD based on the provisional results discussed in this study.

Note: This diagram illustrates the synergies between different sectors of government spending as classified by COFOG, and their positive impacts on achieving the SDGs. Each node represents a sector. The chords indicate the synergic impacts between sectors, showing how their combined efforts contribute to SDG indicators. It is worth noting that achieving a specific SDG goal can also have a reciprocal impact on the sectors involved. For instance, accomplishing a particular goal may have a positive influence on sectors such as Education or Health. The model employed takes into account these interdependencies and provides valuable insights into the relationships between sectors and the achievement of SDGs. Understanding and leveraging these synergies are crucial for effective resource allocation and the implementation of integrated approaches to drive sustainable development. For negative synergies, please refer to the accompanying text as they are not explicitly shown in this diagram.

The analysis finds positive synergies between spending on ‘environment’ with that on ‘agriculture’, ‘housing’ and ’transportation’, illustrating the cross-cutting synergies of an environmental focus for the achievement of many SDGs. Yet, a trade-off is observed for spending on ‘fuels and mining’ and ‘environment’, primarily due to the environmental degradation caused by fossil fuels.

Understanding these synergies is essential for strategic public spending decisions, to optimize positive impacts and minimize trade-offs.

Investing in data can help target scarce resources

Halfway through the 2030 Agenda, many data gaps, specifically in developing economies hamper the analysis. This study is thus limited to 60 countries, 21 of which developing, where data for selected SDG indicators are available (Map 1). Albeit providing for 45 per cent of world population and accounting for 80 per cent of world GDP in 2021, when developing economies are considered, these values drop to 35 and 58 per cent, respectively. Currently, the coverage of countries in Africa and Latin America is critically low and remains to be extended where complementary national data sources can be found.

Map 1. 60 countries included for SDG costing, including 21 developing economies

Source: UNCTAD.

Costing the key targets of the SDGs is even more urgent in the present context, as multiple policy priorities, be they short, medium- or long-term priorities, imply greater trade-offs in the allocation of scarce resources. The forecast of financial costs for time-bound and target-based development goals is at the core of the methodology underpinning the SDGs.

Figure 6 shows that data for 28 SDG indicators had to be dropped because they did not have the required time series from 2005 to 2021 and covered less than half of the countries. This was 34 per cent of the 91 SDG indicators that otherwise were included within the pathways and could be costed at the country level. In total, 45 unique SDG indicators (yellow in Figure 4), or nearly 50 per cent, were dropped since for countries where these indicators were available, other input data, like government expenditure statistics were not available, and country coverage dropped too low for the inclusion of the SDG indicator. To date, it was only possible to estimate costs for the achievement of 26 per cent of SDG indicators.

This preliminary work is being extended by trying to find complementary national sources especially for government expenditure statistics. The findings also point to the critical need to invest in data and statistics to fill gaps and produce more comprehensive analysis of SDG financing needs.

Figure 6. Data availability is poor for some SDG indicators and the lack of government expenditure statistics limits analysis further

Source: UNCTAD calculations based on UNCTADStat Data Center -—
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Note: * Refers to a tier II indicator provided directly by the UN Women and included specifically to provide gender perspective in the analysis. SDG 15.1.2 is presented with its breakdowns for 15.1.2 F measuring freshwater biodiversity and 15.1.2 T for terrestrial biodiversity -—
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* Some indicators are listed under more than one transitional pathway

Further work to inform efforts to accelerate progress towards the 2030 Agenda

The findings of this study provide early insights into pursuing more systematic and planned financing for sustainable development and gives indications of the financing needs for the countries and the SDG transition pathways for SDG indicators covered in this study. While the full analysis of the costs by SDG and optimal spending allocations are still pending, this study serves as a foundation for further research and extension. The complex nature of the work, involving numerous countries and indicators, necessitates more time for a comprehensive assessment of costs and synergies.

Credible cost estimates can only be compiled with methodologies that rely on reliable data and statistics. This bottom-up estimation starting at country levels and based on analysis of progress using SDG indicators and official statistics on government expenditure by sector enables a detailed analysis of financing needs by SDGs and their indicators or by pathway. The results are far from comprehensive due to the lack of statistics on government spending and owing to the remaining gaps in SDG indicator reporting. Further efforts to examine complementary national data sources will be taken. However, eventually the robustness and comprehensiveness of cost estimates depends on countries’ capacity to compile these key statistics.

This study serves as a starting point by providing the first experimental cost estimates covering selected SDG indicators across the SDG transition pathways. This analysis can be further refined and extended in a UN-wide collaboration and jointly with partner organizations. This could mean extension of country or SDG indicator coverage where data can be identified, focused regional or thematic analysis by different UN entities and others, and a more detailed analysis of gender equality considerations in financing SDGs.

To further improve the methodology, it would be beneficial to explore methodological refinements that incorporate determinants of efficiency related to tax revenue, FDI, debts, and ODA. By examining these factors, this costing exercise can gain a better understanding of their impact on SDG financing and identify opportunities to optimize resource allocation and improve efficiency in achieving the goals. For future analysis, it would be useful to select the most relevant SDG indicators for each SDG transition pathways thus avoiding overlap across pathways as far as possible.

This study informs the formulation of financing strategies by highlighting the importance of joining forces, finding synergies, and fostering collaboration among stakeholders. It emphasizes the need for policymakers to try to understand how different sectors and targets interact with each other. Attempts to identify areas for spill over effects and avoid trade-offs will pay off by accelerating progress towards the SDGs.

Such strategies will consider the central role of education as a trigger for progress, factor in the synergies across health, environment, and other sectors, avoid trade-offs that hamper progress in environmental sustainability and pursue the multiple benefits of gender considerations to accelerate progress by involving everyone.

Annex I. SDG costing methodology

Methodology description

The methodology of this report, based on the conclusions of Schmidt-Traub -—
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, emphasizes the importance of harnessing synergies within and across sectors to reduce overall financing needs and maximize the impact of spending. These sectors are interconnected through a dynamic system of feedback loops, leading to jointly significant effects on key indicators. For example, spending on transportation can enhance the effectiveness of education spending, while improved education outcomes can reinforce the impacts of the health sector and enhance livelihoods.

In the context of assessing the achievement of SDGs by countries, this study adopts a standardized frontier technology that is applicable to all countries. It employs the same specification function to transform the sectoral government spending of each country into the attainment of specific SDG indicators. The relationship between inputs and outputs in the SFM is captured through a translog cost function.

To quantify the costs required to achieve the targets of the 2030 Agenda, this study adopts a cross-sectoral approach. This approach allows for the inclusion of multiple fiscal indicators, such as sector-specific expenditures as a percentage of GDP, and it considers the interaction terms between these indicators.

This approach offers several advantages. Firstly, it mitigates the issue of overestimated costs that arise from neglecting policy synergies, ensuring a more accurate estimation of the actual costs involved. Additionally, it addresses the limitations of underestimating costs by accounting for nonlinear relationships, particularly the diminishing marginal returns.

To capture these cross-sectional synergies and nonlinear relationships between multiple policy inputs and outcomes of various SDGs, the model employs a joint production estimation. This allows for a comprehensive assessment of the interdependencies and interactions among different policies and SDG targets.

In line with the work of UNICEF -—
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, the cost requirements for achieving SDGs are estimated by using a stochastic frontier model based on a translog production function specification taking the following form:

where:

Ln Yjt = Selected SDG targets for country j (in log form) – for example, Primary Net Enrolment Rates

Ln Xijt = Spending per GDP on sector i for country j (in log form)

Ln Zjt = controle variable of country j (in log form)

ujt = random errors, it assumed to be independently and identically distributed, vi ∼ N (0, σv2)

vjt = inefficiency term, it assumed to be positively defined with an asymmetric distribution independent of those of the ut

The βi (i=1,...,11) are the coefficients which illustrate the estimated elasticity of a key indicator with respect to its own-sector spending. These coefficients capture the direct effect of an increase in per GDP sectoral expenditure on the return of a key indicator.

Furthermore, the translog models include quadratic terms for each sector, represented by βik with i=k. These terms are included to reflect the fact that increased cost in the same sector often results in diminishing marginal returns.

The last set of coefficients βik with i<k, represent the synergy effects of spending in multiple sectors simultaneously, meaning the extent to which one sector’s spending impacts the effectiveness of another sector’s spending.

In order to evaluate whether a cross-sectoral impact is significant, F-test for an incremental contribution is applied.

Calculating business as usual and optimal spending scenarios

Beyond the complicated mathematical theoretical foundations of transcendental logarithmic models, the econometric tanslog models of panel data of BAUS study the asymptotic properties of a vector of significant parameters based on the underlying stochastic representation of growth of each individual. In this same space, the evolution of each SDG is studied as an endogenous variable explained by the forecast of several exogenous macroeconomic variables. So, we deduct the corresponding costs.

For the OS models which focus more on the properties of the best practices using the statistical convergence of stochastic frontiers of each country class (developed and developing). In general, econometricians choose an optimal scenario by penalizing the quality of adjustment of a model by its complexity, ex-post, during the validation or choice phase. This can sometimes result in actions that reduce the efficiency of the system being measured. Whereas in this study, the optimal scenarios are based on the objective function of a country which is considered as best practice. Then the idea is to take optimal combination of scores of an individual reference in space of expenditures as a measure reference for each country.

This approach consists of:

  1. Running the Model: The Translog model specification is run under panel data, considering the efficiency term as an error term along with the random term. This allows establishing a frontier and identify the best practice. The results of this model reveal the key determinants of sectoral spending, including direct impacts of sectors, squared terms, and sector interactions - Since the model is non-linear, it provides valuable insights into the relationships between variables.
  2. Forecasting the Indicator: To forecast the indicator using the retained model, the input variables need to be incorporated in the model, specifically sectoral spending. There are two alternative approaches:
    1. Assumption 1 (BAUS): In this approach, we assume that sectoral spending (the selected sectors determined by the model) will continue to grow at the same pace. This forecast data is used to calculate the indicator over time and identify the total spending required to achieve the SDG target.
    2. Assumption 2 (OS): In this approach, we consider the best practice identified by the model, using the SFM method. We use the growth rate of spending in this country to forecast the selected sectoral spending and, consequently, the indicator's evolution. This allows calculating the necessary resources needed to achieve the target.

Data sources

The dependent variables, as in the key indicators, were obtained from various databases, including the Global SDG Database -—
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and the WEO database -—
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. On the other hand, the main inputs data, government spending by COFOG classification used in the SFM model were collected by UNCTAD based on data sourced from the International Financial Statistics -—
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and from other international and national sources. Other inputs data, namely, government effectiveness, political stability and absence of violence and terrorism and FDI (net inflows) which were used as variables of control are sourced from and World Bank Governance Indicators -—
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and UNCTADstat Data Centre -—
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respectively.

Estimating the precise requirement for achieving the SDGs is a challenging endeavour. Consequently, both recurrent and capital expenditures have been considered in the costing analysis. The analysis incorporates fiscal inputs in the form of government expenditures as a percentage of GDP across various service categories. The selection of these categories was based on data availability and the statistical significance of the connections between fiscal inputs and different policy measures. The inputs encompass a wide range of sectors, including agriculture; fishing, forestry and hunting; fuel and energy; mining, manufacturing and construction; transport; communication; environment protection; housing and community amenities; health; education; social protection; and other sectors. These have been identified using the COFOG.

Annex II. SDGs costing studies

Table 2. SDGs costing studies
UNCTAD
SDG Pulse 2023
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Methodology• Cross-sectorial approach based on a stochastic frontier model using translog function• Forecasting based on elasticities
• Backcasting for social and environmental areas
• Backcasting**• Backcasting**• Backcasting**
• Focus on ending extreme poverty
• Input-Outcome Approach
SectorsThe six transition pathways:
• Climate change, biodiversity loss and pollution
• Energy access and affordability
• Food systems
• Transformed education systems
• Social protection and decent job
• Digital transformation
• Manufacture
• Poverty
• health
• Education
• Social protection
• Biodiversity
• Health
• Education
• Infrastructure
• Biodiversity
• Agriculture
• Social protection
• Justice
• Humanitarian
• Data
• Conservation
• Agriculture
• Justice
• Education
• Infrastructure
• Health
• Social Spending
• Education
• Health
• Nutrition
• Social protection transfers
• Health
• Education
• Power
• Roads
• Water and sanitation
Coverage60 countries. Developing countries (21 countries) and developed countries (39 countries)46 Least Developed Countries• 59 low- and lower-middle-income countriesEstimate public spending for 190 countries, and minimum SDG public spending needs
for 134 developing countries
140 countries, including 47 LDCs155 countries. Focus on low-income developing countries (49 countries) and emerging market economies (72 countries)
Data• Government spending by function (COFOG)
• SDGs indicators
• GDP, population
• Control variables: government effectiveness, political stability and absense of violence/Terrorism, FDI (net inflows)
• Elasticities estimated
• Unit costs from the literature
• Unit costs from the literature• Unit costs from the literature
• Sector-specific public expendifures data
• Unit costs calculted by ODI
• Renenue capacity
• SDG index
• Inputs (e.g., number of health care workers)
• Unit cost (e.g., health care workers wage)
• Other factors (e.g., demographics, GDP)
Main results• Estimated per capita spending needs US$1839 for included developing countries.• Estimated per capita spending needs US$1332 for LDCs.• Estimated per capita spending needs US$247 for low- and lower-middle-income countries.• Estimated per capita spending needs US$1842 for developing countries.• Estimated per capita spending needs US$368 for developing countries.• Estimated per capita spending needs US$336 for low-income developing countries and US$409 for the emerging market countries.

Source: UNCTAD based on SDSN -—
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and IMF -—
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Note: This list is not exhaustive and may be extended in further work. The studies listed provided valuable insights and inspiration in developing the SDG costing model, significantly contributing to shaping the approach and methodology.

** Backcasting refers to the process of estimating the financial resources required to achieve a specific goal or target in the future. It involves working backwards from the desired outcome and determining the costs associated with implementing the necessary interventions, programs, or policies to reach that outcome.

Notes

  1. The developing economies covered are Afghanistan, Armenia, Azerbaijan, Bolivia, China, Egypt, El Salvador, Guatemala, Indonesia, Iran, Kazakhstan, Kyrgyzstan, Maldives, Mauritius, Mongolia, Myanmar, Somalia, South Africa, Thailand, Türkiye, and Uzbekistan.
  2. Sectorial spending refers to the government expenditures classified according to the COFOG classification. For the purpose of this study, 11 sectors (or functions based on COFOG) have been defined as follows: Agriculture, forestry, fishing, and hunting; Fuel and energy; Mining, manufacturing, and construction; Transport; Communication; Environment protection; Housing and community amenities; Health; Education; Social protection; and Special others. These sectors (also referred to as functions) were selected to represent specific areas of government spending and to analyze their potential impacts on achieving the SDGs. It is important to note that the terms 'sector' and 'function' are used interchangeably in this study. The terms sector and pathway, as used in this study, should not be confused. The sectors represent the specific areas of government spending that were used as inputs in the model, while the transition pathways refer to the interconnected thematic pathways towards achieving the SDGs. The pathways provide a framework for understanding the holistic progress towards sustainable development, while the sectors highlight the specific components of government spending considered in the analysis.
  3. The estimates derived in this study are based on selected countries’ SDG indicators and official statistics on government expenditures, while the WIR figures are derived by SDG-sector from the most recent studies published by specialized agencies, institutions and research entities in their respective areas. This study focuses on selected 21 developing economies while WIR covers all developing economies. Furthermore, we quantify the overall financing requirement to achieve the SDGs, while WIR estimates the investment gap. i.e., the additional investment needed to achieve the SDGs. This study does not consider available financing.
  4. The model endeavors to optimize the attainment of the goals by 2030; however, it recognizes that the desired optimization has not been fully achieved within the specified timeframe. Particularly regarding SDG indicators 5.5.1 and 5.4.1, it is anticipated that many countries will not reach these objectives before 2030, despite the allocated investments.
  5. This study estimates the costs of achieving selected SDG indicators of the pathway, as listed in Table 1.
  6. The ratio is derived by rescaling indicator SDG 5.4.1, proportion of time spent on unpaid domestic and care work by sex, for 2001-2021, to a female-to-male time use ratio, where the target is set at 1.03 for equal time use. Scores exceeding 1.03 refer to a higher female share of unpaid domestic and care work.
  7. The synergy coefficient between agriculture and clean energy for developing economies is 0.013 and statistically significant at the 10 per cent level.
  8. The synergy coefficient for developed economies is 4.4 for spending in education and is statistically significant at the 10 per cent level; the synergy coefficient for the combined spending in health and education is 1.7 and is statistically significant at the 5 per cent level.
  9. The synergy coefficient for developed economies is 2.6 for spending on social protection and is statistically significant at the 10 per cent level.
  10. The synergy coefficient for the combined spending on agriculture and housing is 1.5 and is statistically significant at the 10 per cent level.
  11. This analysis reflects an optimal scenario based on efficient allocation of government spending, highlighting the positive outcomes of optimized spending. See note on BAUS and OS.

References

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