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Informal payments to public officials (% of firms)

Percentage of establishments that consider that firms with characteristics similar to theirs are making informal payments or giving gifts to public officials to "get things done” with regard to customs, taxes, licenses, regulations, services etc.

Economy · Enterprise Surveys, World Bank (WB), uri: https://www.enterprisesurveys.org/en/data
Firms competing against unregistered firms (% of firms)

Percentage of firms competing against unregistered or informal firms.

Economy · Enterprise Surveys, World Bank (WB), uri: https://www.enterprisesurveys.org/en/data
Firms using banks to finance working capital (% of firms)

Percentage of firms using bank loans to finance working capital.

Economy · Enterprise Surveys, World Bank (WB), uri: https://www.enterprisesurveys.org/en/data
Employment to population ratio, 15+, female (%) (modeled ILO estimate)

Employment to population ratio is the proportion of a country's population that is employed.

Economy · ILO Modelled Estimates database (ILOEST), International Labour Organization (ILO), uri: https://ilostat.ilo.org/data/bulk/, publisher: ILOSTAT, type: external database, date accessed: January 17, 2026
Armed forces personnel (% of total labor force)

Armed forces personnel are active duty military personnel, including paramilitary forces if the training, organization, equipment, and control suggest they may be used to support or replace regular military forces. Labor force comprises all people who meet the International Labour Organization's definition of the economically active population.

Economy · The Military Balance, International Institute for Strategic Studies
Taxes on income, profits and capital gains (current LCU)

Taxes on income, profits, and capital gains are taxes payable on the actual or presumed incomes, profits and capital gains. This indicator is expressed in current prices, meaning no adjustment has been made to account for price changes over time. This series is expressed in local currency units.

Economy · Government Finance Statistics Yearbook and data files, International Monetary Fund (IMF)
Final consumption expenditure (% of GDP)

Final consumption expenditure is expenditure on goods and services by resident institutional units for the direct satisfaction of human needs or wants, whether individual or collective. Final consumption expenditure can be measured for households, general government, the central bank and non-profit institutions serving households. This indicator is expressed as a percentage of Gross Domestic Product (GDP) which is the total income earned through the production of goods and services in an economic territory during an accounting period.

Economy · Country official statistics, National Statistical Organizations and/or Central Banks; National Accounts data files, Organisation for Economic Co-operation and Development (OECD); Staff estimates, World Bank (WB)
Wholesale price index (2010 = 100)

Index of prices of a mix of agricultural and industrial goods at various stages of production and distribution, including import duties, as compared to a certain reference period (2010=100).

Economy · International Financial Statistics database, International Monetary Fund (IMF)
Firms that use a third party to resolve commercial disputes (% of firms)

Percentage of firms that use courts, arbitration, mediation, or conciliation to resolve or attempt to resolve their commercial disputes.

Economy · Enterprise Surveys, World Bank (WB), uri: https://www.enterprisesurveys.org/en/data
Net financial flows, IMF nonconcessional (NFL, current US$)

Net financial flows received by the borrower during the year are disbursements of loans and credits less repayments of principal. IMF is the International Monetary Fund, which provides nonconcessional lending through the credit it provides to its members, mainly to meet balance of payments needs. Data are in current U.S. dollars.

Economy · International Debt Statistics, World Bank (WB)
Child employment in agriculture, male (% of male economically active children ages 7-14)

Employment by economic activity refers to the distribution of economically active children by the major industrial categories of the International Standard Industrial Classification (ISIC). Agriculture corresponds to division 1 (ISIC revision 2), categories A and B (ISIC revision 3), or category A (ISIC revision 4) and includes hunting, forestry, and fishing. Economically active children refer to children involved in economic activity for at least one hour in the reference week of the survey.

Economy · Understanding Children's Work, International Labour Organization (ILO); UN Children's Fund (UNICEF), note: Understanding Children's Work; World Bank (WB), note: Understanding Children's Work
Adjusted savings: consumption of fixed capital (% of GNI)

Consumption of fixed capital represents the replacement value of capital used up in the process of production. This indicator is expressed as a percentage of Gross National Income (GNI) which is the total income earned by all residents within an economic territory during an accounting period. It is equal to gross domestic product plus earned income receivable from abroad minus earned income payable abroad.

Economy · Staff estimates, World Bank (WB); National Accounts Statistics, United Nations (UN), publisher: UN Statistics Division
Female share of employment in senior and middle management (%)

The female share of employment in senior and middle management conveys the number of women in management as a percentage of employment in management. Employment in management is defined based on the International Standard Classification of Occupations. This series refers to senior and middle management only, thus excluding junior management (category 1 in both ISCO-08 and ISCO-88 minus category 14 in ISCO-08 and minus category 13 in ISCO-88).

Economy · Labour Market-related SDG Indicators database (ILOSDG), International Labour Organization (ILO), uri: https://ilostat.ilo.org/data/bulk/, publisher: ILOSTAT, type: external database, date accessed: September 28, 2026
Merchandise exports to low- and middle-income economies in Middle East & North Africa (% of total merchandise exports)

Merchandise exports to low- and middle-income economies in Middle East and North Africa are the sum of merchandise exports from the reporting economy to low- and middle-income economies in the Middle East and North Africa region according to World Bank classification of economies. Data are as a percentage of total merchandise exports by the economy. Data are computed only if at least half of the economies in the partner country group had non-missing data.

Economy · Staff estimates, World Bank (WB); Direction of Trade database, International Monetary Fund (IMF)
Total debt service (% of exports of goods, services and primary income)

Total debt service to exports of goods, services and primary income. Total debt service is the sum of principal repayments and interest actually paid in currency, goods, or services on long-term debt, interest paid on short-term debt, and repayments (repurchases and charges) to the IMF.

Economy · International Debt Statistics, World Bank (WB)
Gross value added at basic prices (GVA) (current LCU)

Gross value added at basic prices reflects the price of products receivable by the producer exclusive of taxes payable on products and inclusive of subsidies receivable on products, less intermediate consumption valued at purchasers' prices. This indicator is expressed in current prices, meaning no adjustment has been made to account for price changes over time. This series is expressed in local currency units.

Economy · Country official statistics, National Statistical Organizations and/or Central Banks; National Accounts data files, Organisation for Economic Co-operation and Development (OECD); Staff estimates, World Bank (WB)
Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population)

Poverty headcount ratio at $3.00 a day is the percentage of the population living on less than $3.00 a day at 2021 purchasing power adjusted prices. As a result of revisions in PPP exchange rates, poverty rates for individual countries cannot be compared with poverty rates reported in earlier editions.

Economy · World Bank, Poverty and Inequality Platform. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are mostly from the Luxembourg Income Study database. For more information and methodology, please see http://pip.worldbank.org., World Bank (WB), uri: http://pip.worldbank.org, note: Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are mostly from the Luxembourg Income Study database.
Adjusted savings: net national savings (% of GNI)

Net national savings are equal to gross national savings less the value of consumption of fixed capital. This indicator is expressed as a percentage of Gross National Income (GNI) which is the total income earned by all residents within an economic territory during an accounting period. It is equal to gross domestic product plus earned income receivable from abroad minus earned income payable abroad.

Economy · Staff estimates, World Bank (WB); The Changing Wealth of Nations: Measuring Sustainable Development in the New Millennium, World Bank (WB)
Vulnerable employment, total (% of total employment) (modeled ILO estimate)

Vulnerable employment is contributing family workers and own-account workers as a percentage of total employment.

Economy · ILO Modelled Estimates database (ILOEST), International Labour Organization (ILO), uri: https://ilostat.ilo.org/data/bulk/, publisher: ILOSTAT, type: estimates based on external database; Staff estimates, World Bank (WB)
Labor force participation rate, female (% of female population ages 15+) (modeled ILO estimate)

The labor force participation rate is the labor force as a percent of the population ages 15 and older. The labor force is the sum of all persons of working age who are employed and those who are unemployed.

Economy · ILO Modelled Estimates database (ILOEST), International Labour Organization (ILO), uri: https://ilostat.ilo.org/data/bulk/, publisher: ILOSTAT, type: external database, date accessed: January 17, 2026
Taxes less subsidies on products (current LCU)

Taxes less subsidies on products are taxes payable per unit of a good or service. This indicator is expressed in current prices, meaning no adjustment has been made to account for price changes over time. This series is expressed in local currency units.

Economy · Country official statistics, National Statistical Organizations and/or Central Banks; National Accounts data files, Organisation for Economic Co-operation and Development (OECD); Staff estimates, World Bank (WB)
Foreign direct investment, net (BoP, current US$)

Foreign direct investment is a category of cross-border investment associated with a resident in one economy having control or a significant degree of influence on the management of an enterprise that is resident in another economy. Ownership of 10 percent or more of the voting power is evidence of a direct investment relationship. This indicator is expressed in current prices, meaning no adjustment has been made to account for price changes over time. This indicator is expressed in United States dollars.

Economy · Balance of Payments Statistics Yearbook and data files, International Monetary Fund (IMF)
Import volume index (2015 = 100)

Import volume indexes are derived from UNCTAD's volume index series and are the ratio of the import value indexes to the corresponding unit value indexes. Unit value indexes are based on data reported by countries that demonstrate consistency under UNCTAD quality controls, supplemented by UNCTAD's estimates using the previous year's trade values at the Standard International Trade Classification three-digit level as weights.

Economy · UN Conference on Trade and Development (UNCTAD)
GNI, Atlas method (current US$)

Gross national income is the total income earned by all residents within an economic territory during an accounting period. It is equal to gross domestic product plus earned income receivable from abroad minus earned income payable abroad. This figure is converted to U.S. dollars using the World Bank Atlas method. GNI, calculated in national currency, is usually converted to U.S. dollars at official exchange rates for comparisons across economies, although an alternative rate is used when the official exchange rate is judged to diverge by an exceptionally large margin from the rate actually applied in international transactions. To smooth fluctuations in prices and exchange rates, a special Atlas method of conversion is used by the World Bank. This applies a conversion factor that averages the exchange rate for a given year and the two preceding years, adjusted for differences in rates of inflation between the country, and through 2000, the G-5 countries (France, Germany, Japan, the United Kingdom, and the United States). From 2001, these countries include the Euro area, Japan, the United Kingdom, and the United States. This indicator is expressed in current prices, meaning no adjustment has been made to account for price changes over time. This indicator is expressed in United States dollars.

Economy · Country official statistics, National Statistical Organizations and/or Central Banks; National Accounts data files, Organisation for Economic Co-operation and Development (OECD); Staff estimates, World Bank (WB)
Imports of goods and services (% of GDP)

Imports of goods includes change in the economic ownership of goods from non-residents to residents of the compiling economy, irrespective of physical movement of goods across national borders. Imports of services includes services provided by non-residents to residents. This indicator is expressed as a percentage of Gross Domestic Product (GDP) which is the total income earned through the production of goods and services in an economic territory during an accounting period.

Economy · Country official statistics, National Statistical Offices (NSOs); National Accounts data files, Central Banks; Staff estimates, World Bank (WB)
B-READY: Pillar 2: Public Services

B-READY assesses the economy’s business environment by focusing on the regulatory framework and the provision of related public services for firms and markets, as well as the operational efficiency with which they are combined in practice. B-READY’s three pillars—the Regulatory Framework, Public Services, and Operational Efficiency. Public Services refers to both the facilities that governments provide directly or through private firms to support compliance with regulations and the critical institutions and infrastructure that enable business activities. Public services considered by B-READY are limited to the scope of the business environment areas related to the life cycle of the firm.

Economy · Business Ready (B-READY) project, World Bank (WB), uri: https://www.worldbank.org/en/businessready
Employment to population ratio, 15+, total (%) (national estimate)

Employment to population ratio is the proportion of a country's population that is employed.

Economy · Labour Force Statistics database (LFS), International Labour Organization (ILO), uri: https://ilostat.ilo.org/data/bulk/, publisher: ILOSTAT, type: external database, date accessed: September 28, 2026
Contributing family workers, total (% of total employment) (modeled ILO estimate)

Contributing family workers are those workers who hold "self-employment jobs" as own-account workers in a market-oriented establishment operated by a related person living in the same household.

Economy · ILO Modelled Estimates database (ILOEST), International Labour Organization (ILO), uri: https://ilostat.ilo.org/data/bulk/, publisher: ILOSTAT, type: external database, date accessed: January 17, 2026
Contributing family workers, female (% of female employment) (modeled ILO estimate)

Contributing family workers are those workers who hold "self-employment jobs" as own-account workers in a market-oriented establishment operated by a related person living in the same household.

Economy · ILO Modelled Estimates database (ILOEST), International Labour Organization (ILO), uri: https://ilostat.ilo.org/data/bulk/, publisher: ILOSTAT, type: external database, date accessed: January 17, 2026
Children in employment, unpaid family workers (% of children in employment, ages 7-14)

Unpaid family workers are people who work without pay in a market-oriented establishment operated by a related person living in the same household.

Economy · Understanding Children's Work, International Labour Organization (ILO); UN Children's Fund (UNICEF), note: Understanding Children's Work; World Bank (WB), note: Understanding Children's Work
B-READY: Pillar 1: Regulatory Framework

B-READY assesses the economy’s business environment by focusing on the regulatory framework and the provision of related public services for firms and markets, as well as the operational efficiency with which they are combined in practice. B-READY’s three pillars—the Regulatory Framework, Public Services, and Operational Efficiency. The Regulatory Framework comprises the rules and regulations that firms must follow as they open, operate, and close a business.

Economy · Business Ready (B-READY) project, World Bank (WB), uri: https://www.worldbank.org/en/businessready
Children in employment, unpaid family workers, female (% of female children in employment, ages 7-14)

Unpaid family workers are people who work without pay in a market-oriented establishment operated by a related person living in the same household.

Economy · Understanding Children's Work, International Labour Organization (ILO); UN Children's Fund (UNICEF), note: Understanding Children's Work; World Bank (WB), note: Understanding Children's Work
Net official flows from UN agencies, UNCDF (current US$)

Net official flows from UN agencies are the net disbursements of total official flows from the UN agencies. Total official flows are the sum of Official Development Assistance (ODA) or official aid and Other Official Flows (OOF) and represent the total disbursements by the official sector at large to the recipient country. Net disbursements are gross disbursements of grants and loans minus repayments of principal on earlier loans. ODA consists of loans made on concessional terms (with a grant element of at least 25 percent, calculated at a rate of discount of 10 percent) and grants made to promote economic development and welfare in countries and territories in the DAC list of ODA recipients. Official aid refers to aid flows from official donors to countries and territories in part II of the DAC list of recipients: more advanced countries of Central and Eastern Europe, the countries of the former Soviet Union, and certain advanced developing countries and territories. Official aid is provided under terms and conditions similar to those for ODA. Part II of the DAC List was abolished in 2005. The collection of data on official aid and other resource flows to Part II countries ended with 2004 data. OOF are transactions by the official sector whose main objective is other than development-motivated, or, if development-motivated, whose grant element is below the 25 per cent threshold which would make them eligible to be recorded as ODA. The main classes of transactions included here are official export credits, official sector equity and portfolio investment, and debt reorganization undertaken by the official sector at nonconcessional terms (irrespective of the nature or the identity of the original creditor). UN agencies include the United Nations Children's Fund (UNICEF), United Nations Relief and Works Agency for Palestine Refugees in the Near East (UNRWA), World Food Programme (WFP), International Fund for Agricultural Development (IFAD), United Nations Development Programme(UNDP), United Nations Population Fund (UNFPA), United Nations Refugee Agency (UNHCR), Joint United Nations Programme on HIV/AIDS (UNAIDS), United Nations Regular Programme for Technical Assistance (UNTA), United Nations Peacebuilding Fund (UNPBF), International Atomic Energy Agency (IAEA), World Health Organization (WHO), United Nations Economic Commission for Europe (UNECE), Food and Agriculture Organization of the United Nations (FAO), International Labour Organization (ILO), United Nations Environment Programme (UNEP), World Tourism Organization (UNWTO), United Nations Institute for Disarmament Research (UNIDIR), United Nations Capital Development Fund (UNCDF), WHO-Strategic Preparedness and Response Plan (SPRP), United Nations Women (UNWOMEN), Covid-19 Response and Recovery Multi-Partner Trust Fund (UNCOVID), Joint Sustainable Development Goals Fund (SDGFUND), Central Emergency Response Fund (CERF), WTO-International Trade Centre (WTO-ITC), United National Conference on Trade and Development (UNCTAD), and United Nations Industrial Development Organization (UNIDO). Data are in current U.S. dollars.

Economy · Development Assistance Committee, Organisation for Economic Co-operation and Development (OECD), uri: https://stats.oecd.org/; Geographical Distribution of Financial Flows to Developing Countries, Organisation for Economic Co-operation and Development (OECD), uri: https://stats.oecd.org/; Development Co-operation Report, Organisation for Economic Co-operation and Development (OECD), uri: https://stats.oecd.org/; International Development Statistics database, Organisation for Economic Co-operation and Development (OECD), uri: https://stats.oecd.org/
Wage and salaried workers, female (% of female employment) (modeled ILO estimate)

Wage and salaried workers (employees) are those workers who hold the type of jobs defined as "paid employment jobs," where the incumbents hold explicit (written or oral) or implicit employment contracts that give them a basic remuneration that is not directly dependent upon the revenue of the unit for which they work.

Economy · ILO Modelled Estimates database (ILOEST), International Labour Organization (ILO), uri: https://ilostat.ilo.org/data/bulk/, publisher: ILOSTAT, type: external database, date accessed: January 17, 2026
Logistics performance index: Frequency with which shipments reach consignee within scheduled or expected time (1=low to 5=high)

Data are from the Logistics Performance Index survey conducted by the World Bank in partnership with academic and international institutions and private companies and individuals engaged in international logistics. Respondents evaluate eight countries on six core dimensions on a scale from 1 (worst) to 5 (best). The eight countries are chosen based on the most important export and import markets of the respondent's country, random selection, and, for landlocked countries, neighboring countries that connect them with international markets. The 2023 LPI survey was conducted from September 6 to November 5, 2022. It provided 4,090 country assessments by 652 logistics professionals in 115 countries in all World Bank regions. Details of the survey methodology and index construction methodology are included in Appendix 5 of the 2023 LPI report available at: https://lpi.worldbank.org/report. Respondents assessed how often the shipments to assessed markets reach the consignee within the scheduled or expected delivery time, on a rating ranging from 1 (hardly ever) to 5 (nearly always). Scores are averaged across all respondents.

Economy · Connecting to Compete - Logistics Performance Index (LPI), World Bank (WB), uri: https://lpi.worldbank.org
HDX HAPI: Get poverty rate data

Poverty rate data from the Oxford Department of International Development. See the more detailed technical HDX HAPI documentation, and the Oxford Department of International Development website.

Economy · OCHA Centre for Humanitarian Data (HDX)