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Methodology · Indicators

The indicators behind every score

QGI reads 109 open-data indicators, every one public and citable, drawn from the World Bank, V-Dem and FAOSTAT. They span the economy, governance, rights, conflict and society, the raw signals a recipe is built from.

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Indicators by provider

109TOTAL
  • World Bank6963%
  • V-Dem3532%
  • FAOSTAT55%

Indicators by theme

109TOTAL
  • Economic1514%
  • Finance1312%
  • Rights & liberties1211%
  • Governance1211%
  • Institutions & rule of law87%
  • Democracy & elections66%
  • Trade66%
  • Demographic55%
  • Social55%
  • Civil society & media44%
  • Corruption & state capacity44%
  • Infrastructure44%
  • Food security33%
  • Other1211%

By provider and theme

World Bank69 indicators · 13 themesV-Dem35 indicators · 6 themesFAOSTAT5 indicators · 2 themes Economic15 Finance13 Governance11 Trade6 Demographic5 Social5 Infrastructure4 Military3 Health2 Conflict2 Education1 Energy1 Environment1 Rights & liberties12 Institutions & rule of law8 Democracy & elections6 Civil society & media4 Corruption & state capacity4 Governance1 Food security3 Development2

A filled dot means the indicator currently feeds at least one recipe; a grey dot means it is tracked but not yet used by one.

Every indicator

109 of 109 indicators

FAOSTATAverage dietary energy supply adequacy (%)FA-01

3-year avg of adequacy of calorie supply vs minimum requirement. FAOSTAT FS.

Food security
tracked
FAOSTATPrevalence of undernourishment (%)FA-02

Share of population with insufficient habitual food consumption. 3-year avg. FAOSTAT FS.

Food security
tracked
FAOSTATCereal import dependency ratio (%)FA-03

Cereal imports / (production + imports - exports). Trade vulnerability signal. FAOSTAT FS.

Food security
tracked
FAOSTATPopulation using safely managed drinking water (%)FA-04

SDG 6.1.1 indicator. Core development + governance signal. FAOSTAT FS.

Development
tracked
FAOSTATPopulation using at least basic sanitation services (%)FA-05

SDG 6.2.1 tier-3 indicator. Dev / governance signal. FAOSTAT FS.

Development
tracked
V-DemPower Distributed by Sexual Orientationv2pepwrort

Only global indicator tracking LGBTQ+ political inclusion. Sharp movements predict social_policy_reform. Hungary/Russia (declining) vs Taiwan/Ireland (rising) follow distinct recipes. Fills a complete event-category gap.

Rights & liberties
6 recipes
V-DemCivil Society Participatory Environmentv2csprtcpt

**Single biggest gap for Social Mobilization family.** Measures actual mobilization capacity (vs legal permission). Low + sudden liberalization = explosion of mobilization (Eastern Europe 1989). Directly serves mass_protest, labor_action, social_policy_reform.

Civil society & media
6 recipes
V-DemCSO Entry/Exit Freedomv2cseeorgs

Foundational enabler/disabler of mobilization. Civil society can't organize protests without right to form. Distinct from VD-05 (repression of *existing* organizations).

Civil society & media
5 recipes
V-DemExecutive Corruptionv2excrptps

How corrupt is the executive branch specifically (not the country in general)? More targeted than WB's Control of Corruption which is economy-wide perception.

Corruption & state capacity
5 recipes
V-DemPrivate Civil Liberties Indexv2x_clpriv

Property rights + freedom of movement + religion + equality before law. Property rights collapse precedes migration_and_refugees + economic_crisis. Religious freedom restrictions precede sectarian violence.

Rights & liberties
4 recipes
V-DemWomen's Political Empowerment Indexv2x_gender

Primary substrate for gender_policy_reform (currently zero substrate). Cross-family: low scores predict democratic backsliding + authoritarian consolidation.

Rights & liberties
4 recipes
V-DemRule of Law Indexv2x_rule

**Most cross-cutting V-Dem variable.** Distinct from VD-03/04 (formal constraints): measures *actual functioning* of legal system. Adds signal to 6 of 8 recipe families. 200+ years of expert-coded depth vs WB WGI's perception measure.

Institutions & rule of law
4 recipes
V-DemPolitical Participationv2x_partip

How actively do citizens engage in politics beyond voting? High participation + weak institutions = revolution risk. Low participation = coup risk (no one defends the regime).

Democracy & elections
4 recipes
V-DemPolitical Civil Liberties Indexv2x_clpol

Captures pre-violence repression: assembly→association→expression. Regimes that restrict political liberties before violence have a different trajectory. The gap between VD-15 and VD-12 is itself informative.

Rights & liberties
4 recipes
V-DemPower Distributed by Genderv2pepwrgen

Static power-distribution measure. Combo with VD-26 distinguishes "formal rights but no power" (high VD-26 trajectory + low VD-27) — backlash regime type with specific instability patterns.

Rights & liberties
4 recipes
V-DemCivil Society Repressionv2csreprss

Is the government shutting down NGOs, arresting activists, restricting assembly? Escalating repression precedes political_violence and democratic breakdown.

Civil society & media
4 recipes
V-DemBicameralismv2lgbicam

Static institutional moderator. UK government collapse (bicameral) ≠ Turkey executive consolidation. Allows recipe filtering by institutional structure.

Institutions & rule of law
3 recipes
V-DemFreedom from Political Killingsv2clkill

Direct antecedent for political_violence + human_rights_violation. A drop precedes regime-crisis events 1-2 years out. Isolates the "targeted assassination" channel that VD-12 blends into a composite.

Rights & liberties
3 recipes
V-DemPower Distributed by Socioeconomic Positionv2pepwrsoc

Class-politics indicator entirely missing today. High elite capture predicts mass_protest + populist executive_transition. Arab Spring + LatAm pink tide + global populist wave all show high VD-28.

Rights & liberties
3 recipes
V-DemNeopatrimonialism Indexv2x_neopat

Patronage-network architecture. When network collapses (resource curse reversal, succession crisis), entire structure disintegrates rapidly. Primary recipe substrate for SSA + Central Asia + parts of MENA.

Corruption & state capacity
3 recipes
V-DemLiberal Democracy Indexv2x_libdem

Electoral democracy + rule of law + civil liberties. The gap between VD-01 and VD-02 reveals "democratic facade" regimes — elections without genuine freedom. Use as the stable-democracy salience discount factor.

Democracy & elections
3 recipes
V-DemDomestic Autonomy / Sovereigntyv2svdomaut

One of few V-Dem indicators serving Diplomacy & Geopolitics. Sovereignty collapse from 0.7 to 0.3 = foreign_intervention happening in real time. No WB indicator captures this.

Institutions & rule of law
3 recipes
V-DemLegislative Constraints on Executivev2xlg_legcon

Can parliament block the president? When this drops alongside VD-03, institutional checks are collapsing — strong signal for authoritarian consolidation.

Institutions & rule of law
3 recipes
V-DemFree and Fair Elections Indexv2xel_frefair

elections + election_violence have no dedicated indicator today. VD-32 isolates electoral process specifically (vs VD-01 broader composite). Declining VD-32 with stable VD-01 = pre-fraud signal.

Democracy & elections
3 recipes
V-DemFreedom from Torturev2cltort

Leading indicator for political_repression + human_rights_violation. Regimes escalate torture before mass killings or crackdowns become visible. Independent measurement path from VD-12.

Rights & liberties
3 recipes
V-DemPrint/Broadcast Media Censorshipv2mecenefm

Historically deep signal for political_repression + democratic_transition where VD-08's alternative-information component is signal-poor pre-1990. Critical for pre-internet recipes.

Civil society & media
3 recipes
V-DemJudicial Reform Attemptsv2jureform

Captures the executive *trying* to attack judicial independence (action), not just the outcome (VD-03). Reform attempts precede independence erosion 1-3 years. Direct substrate for judicial_reform.

Institutions & rule of law
2 recipes
V-DemPower Distributed by Social Group (Ethnic)v2pepwrses

**Strongest structural predictor of civil war onset** in political-science literature (Cederman, Wimmer). Tamils/Kurds/Tutsis all follow this recipe. Pairs with WB ethnic fractionalization.

Rights & liberties
2 recipes
V-DemLegitimacy of Political Leadershipv2exl_legitlead

Legitimacy collapse without losing power = pre-coup/pre-protest danger zone. Distinct from VD-01 (institutional quality) — measures perceived legitimacy. Cross-family signal.

Institutions & rule of law
2 recipes
V-DemParty Linkages to Votersv2psprlnks

Distinguishes clientelistic (Venezuela/Iraq) vs programmatic (austerity-resilient) vs identity (channels stress to ethnic/religious mobilization). No other indicator enables this differentiation.

Democracy & elections
2 recipes
V-DemElectoral Democracy Indexv2x_polyarchy

Core democracy score. When this declines, a country is backsliding — precedes constitutional_change, protest, political_crisis. When it rises, democratic transition is underway.

Democracy & elections
1 recipe
V-DemPolitical Corruption Indexv2x_corr

Whole-of-government corruption (vs VD-07 executive-only). Gap between VD-07 and VD-18 reveals centralized (kleptocratic) vs diffuse (failed-state) corruption — different recipe trajectories.

Corruption & state capacity
1 recipe
V-DemRegime Typev2x_regime

0=closed autocracy, 1=electoral autocracy, 2=electoral democracy, 3=liberal democracy. Regime transitions between categories ARE the events QGI predicts. Use as a state variable for filtering.

Democracy & elections
1 recipe
V-DemPhysical Violence Indexv2x_clphy

Physical integrity rights — freedom from torture, extrajudicial killing, political imprisonment. Escalating violations are a 1-2 year leading indicator for political_violence and civil_war.

Rights & liberties
1 recipe
V-DemEqual Protection Indexv2xeg_eqprotec

Group-differentiated rights (ethnic/religious/gender). Decline precedes sectarian violence + minority persecution. Combines with WB ethnic fractionalization for compound communal-violence recipe.

Rights & liberties
1 recipe
V-DemFiscal Capacityv2stfisccap

Can the government actually tax + deliver services? Substitute for the legacy v2stcapacity (renamed/retired in V-Dem v16, 2026-04). Low capacity + external stress = state failure → civil_war, humanitarian_crisis.

Corruption & state capacity
1 recipe
V-DemFreedom of Expressionv2x_freexp_altinf

Media freedom + access to alternative information sources. When a government starts controlling media, it's preparing for something. 1-3 year leading indicator for authoritarian moves.

Rights & liberties
1 recipe
V-DemLegislature Questions Officials in Practicev2lgqstexp

Operational measure of legislative accountability (vs VD-04 formal capability). Parliament that stops asking questions before formal constitutional change = early warning.

Institutions & rule of law
1 recipe
V-Demv2x_jucon

Can courts block the president? When this drops, executive power grab is underway. 2-4 year leading indicator for constitutional_change and democratic backsliding.

Institutions & rule of law
tracked
V-Demv2cacamps

Is society splitting into irreconcilable camps? High polarization precedes constitutional crises, government formation failures, and election violence.

Governance
tracked
World BankPopulation, totalSP.POP.TOTL

Total population is based on the de facto definition of population.

Demographic
7 recipes
World BankInflation, GDP deflator (annual %)NY.GDP.DEFL.KD.ZG

Inflation as measured by the annual growth rate of the GDP implicit deflator.

Economic
5 recipes
World BankGDP growth (annual %)NY.GDP.MKTP.KD.ZG

Annual percentage growth rate of GDP at market prices based on constant local currency.

Economic
4 recipes
World BankGNI per capita, Atlas method (current US$)NY.GNP.PCAP.CD

GNI per capita is the gross national income, converted to U.S. dollars using the World Bank Atlas method, divided by the midyear population.

Economic
4 recipes
World BankNet migrationSM.POP.NETM

Net migration is the net total of migrants during the period, that is, the number of immigrants minus the number of emigrants.

Demographic
4 recipes
World BankLife expectancy at birth, total (years)SP.DYN.LE00.IN

Indicates the number of years a newborn infant would live if prevailing patterns of mortality at the time of its birth were to stay the same throughout its life.

Health
3 recipes
World BankArms imports (SIPRI trend indicator values)MS.MIL.MPRT.KD

Arms transfers cover the supply of military weapons through sales, aid, gifts, and licenses and leases.

Military
3 recipes
World BankMortality rate, under-5SH.DYN.MORT

The probability per 1,000 that a newborn baby will die before reaching age five.

Health
3 recipes
World BankFertility rate, total (births per woman)SP.DYN.TFRT.IN

The number of children that would be born to a woman if she were to live to the end of her childbearing years and bear children in accordance with age-specific fertility rates of the specified year.

Demographic
3 recipes
World BankFood production indexAG.PRD.FOOD.XD

Food production index covers food crops that are considered edible and that contain nutrients.

Economic
3 recipes
World BankImports of goods and services (current US$)NE.IMP.GNFS.CD

The value of all goods and other market services received from the rest of the world.

Trade
2 recipes
World BankMilitary expenditure (% of GDP)MS.MIL.XPND.GD.ZS

Military expenditures data from SIPRI as a share of GDP.

Military
2 recipes
World BankServices, value added (% of GDP)NV.SRV.TOTL.ZS

Value added in services as a percentage of GDP.

Economic
2 recipes
World BankGeneral government final consumption expenditure (% of GDP)NE.CON.GOVT.ZS

General government final consumption expenditure as a percentage of GDP.

Economic
2 recipes
World BankCurrent account balance (% of GDP)BN.CAB.XOKA.GD.ZS

Current account balance as a percentage of GDP.

Trade
2 recipes
World BankGDP (current US$)NY.GDP.MKTP.CD

GDP at purchaser's prices is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products.

Economic
1 recipe
World BankGDP per capita (current US$)NY.GDP.PCAP.CD

GDP per capita is gross domestic product divided by midyear population.

Economic
1 recipe
World BankAccess to electricity, urban (% of urban population)EG.ELC.ACCS.UR.ZS

The percentage of the urban population with access to electricity.

Infrastructure
1 recipe
World BankExports of goods and services (% of GDP)NE.EXP.GNFS.ZS

The value of all goods and other market services provided to the rest of the world as a percentage of GDP.

Trade
1 recipe
World BankImports of goods and services (% of GDP)NE.IMP.GNFS.ZS

The value of all goods and other market services received from the rest of the world as a percentage of GDP.

Trade
1 recipe
World BankInflation, consumer prices (annual %)FP.CPI.TOTL.ZG

Inflation as measured by the consumer price index.

Economic
1 recipe
World BankAgriculture, forestry, and fishing, value added (% of GDP)NV.AGR.TOTL.ZS

Value added in agriculture, forestry, and fishing as a percentage of GDP.

Economic
1 recipe
World BankManufacturing, value added (% of GDP)NV.IND.MANF.ZS

Value added in manufacturing as a percentage of GDP.

Economic
1 recipe
World BankGross capital formation (% of GDP)NE.GDI.TOTL.ZS

Gross capital formation (formerly gross domestic investment) consists of outlays on additions to the fixed assets of the economy plus net changes in the level of inventories.

Economic
1 recipe
World BankHouseholds and NPISHs Final consumption expenditure (% of GDP)NE.CON.PRVT.ZS

Household final consumption expenditure as a percentage of GDP.

Economic
1 recipe
World BankTotal reserves (includes gold, current US$)FI.RES.TOTL.CD

Total reserves comprise holdings of monetary gold, special drawing rights, reserves of IMF members held by the IMF, and holdings of foreign exchange.

Finance
1 recipe
World BankBroad money (% of GDP)FM.LBL.BMNY.GD.ZS

Broad money (IFS line 35L..ZK) is the sum of currency outside banks; demand deposits other than those of the central government.

Finance
1 recipe
World BankLabor force participation rate, female (% of female population ages 15-64) (modeled ILO estimate)SL.TLF.CACT.FE.ZS

Labor force participation rate, female is the proportion of the female population ages 15-64 that is economically active.

Social
1 recipe
World BankRefugees under the mandate of the UNHCR by country or territory of originSM.POP.RHCR.EO

Number of refugees originating from a country, recognised under the UNHCR mandate. Direct measure of conflict-driven displacement output.

Demographic
1 recipe
World BankPolitical Stability and Absence of Violence/Terrorism (estimate)PV.EST

Measures perceptions of the likelihood of political instability and/or politically-motivated violence.

Governance
tracked
World BankSchool enrollment, primary (% gross)SE.PRM.ENRR

Gross enrollment ratio is the ratio of total enrollment, regardless of age, to the population of the age group that officially corresponds to the level of education shown.

Education
tracked
World BankEmployment to population ratio, 15+, total (%)SL.EMP.TOTL.SP.ZS

The proportion of a country's population that is employed.

Social
tracked
World BankUnemployment, total (% of total labor force)SL.UEM.TOTL.ZS

The share of the labor force that is without work but available for and seeking employment.

Social
tracked
World BankAccess to electricity, rural (% of rural population)EG.ELC.ACCS.RU.ZS

The percentage of the rural population with access to electricity.

Infrastructure
tracked
World BankIndividuals using the Internet (% of population)IT.NET.USER.ZS

Individuals who have used the Internet (from any location) in the last 3 months.

Infrastructure
tracked
World BankMobile cellular subscriptionsIT.CEL.SETS.P2

Subscriptions to a public mobile telephone service that provide access to the PSTN using cellular technology.

Infrastructure
tracked
World BankExports of goods and services (current US$)NE.EXP.GNFS.CD

The value of all goods and other market services provided to the rest of the world.

Trade
tracked
World BankVoice and Accountability (estimate)VA.EST

Captures perceptions of the extent to which a country's citizens are able to participate in selecting their government.

Governance
tracked
World BankGovernment Effectiveness (estimate)GE.EST

Captures perceptions of the quality of public services, the quality of the civil service and the degree of its independence from political pressures.

Governance
tracked
World BankRegulatory Quality (estimate)RQ.EST

Captures perceptions of the ability of the government to formulate and implement sound policies and regulations that permit and promote private sector development.

Governance
tracked
World BankRule of Law (estimate)RL.EST

Captures perceptions of the extent to which agents have confidence in and abide by the rules of society, and in particular the quality of contract enforcement.

Governance
tracked
World BankControl of Corruption (estimate)CC.EST

Captures perceptions of the extent to which public power is exercised for private gain, including both petty and grand forms of corruption.

Governance
tracked
World BankArms exports (SIPRI trend indicator values)MS.MIL.XPRT.KD

Exports of military weapons through sales, aid, gifts, and licenses.

Military
tracked
World BankGDPNY.GDP.MKTP.KD

Gross domestic product at purchaser's prices, constant 2015 US$.

Economic
tracked
World BankIndustry (including construction), value added (% of GDP)NV.IND.TOTL.ZS

Value added in mining, manufacturing, construction, electricity, water, and gas as a percentage of GDP.

Economic
tracked
World BankForeign direct investment, net inflows (% of GDP)BX.KLT.DINV.WD.GD.ZS

Foreign direct investment, net inflows as a percentage of GDP.

Finance
tracked
World BankForeign direct investment, net outflows (% of GDP)BM.KLT.DINV.WD.GD.ZS

Foreign direct investment, net outflows as a percentage of GDP.

Finance
tracked
World BankTotal reserves in months of importsFI.RES.TOTL.MO

Total reserves expressed in terms of the number of months of imports of goods and services they could pay for.

Finance
tracked
World BankExternal debt stocks (% of GNI)DT.DOD.DECT.GN.ZS

Total external debt stocks as a percentage of gross national income.

Finance
tracked
World BankTotal debt service (% of exports of goods, services and primary income)DT.TDS.DECT.EX.ZS

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 to the IMF.

Finance
tracked
World BankRevenue, excluding grants (% of GDP)GC.REV.XGRT.GD.ZS

Revenue is cash receipts from taxes, social contributions, and other revenues such as fines, fees, rent, and income from property or sales.

Governance
tracked
World BankTax revenue (% of GDP)GC.TAX.TOTL.GD.ZS

Tax revenue refers to compulsory transfers to the central government for public purposes.

Governance
tracked
World BankExpense (% of GDP)GC.XPN.TOTL.GD.ZS

Expense is cash payments for operating activities of the government in providing goods and services.

Governance
tracked
World BankLending interest rate (%)FR.INR.LEND

Lending rate is the bank rate that usually meets the short- and medium-term financing needs of the private sector.

Finance
tracked
World BankHigh-technology exports (% of manufactured exports)TX.VAL.TECH.MF.ZS

High-technology exports are products with high R&D intensity, such as in aerospace, computers, pharmaceuticals, scientific instruments, and electrical machinery.

Trade
tracked
World BankUnemployment, youth total (% of total labor force ages 15-24) (modeled ILO estimate)SL.UEM.1524.ZS

Youth unemployment refers to the share of the labor force ages 15-24 without work but available for and seeking employment.

Social
tracked
World BankGini indexSI.POV.GINI

Gini index measures the extent to which the distribution of income (or, in some cases, consumption expenditure) among individuals or households within an economy deviates from a perfectly equal distribution.

Social
tracked
World BankEnergy imports, net (% of energy use)EG.IMP.CONS.ZS

Net energy imports are estimated as energy use less production, both measured in oil equivalents.

Energy
tracked
World BankCO2 emissions excluding LULUCF per capitaEN.GHG.CO2.PC.CE.AR5

Per-capita carbon dioxide emissions (excluding land-use change and forestry), scaled with IPCC AR5 GWPs. Replaces the retired EN.ATM.CO2E.PC.

Environment
tracked
World BankBattle-related deaths (number of people)VC.BTL.DETH

Number of battle deaths from intra- or inter-state armed conflict; sourced from UCDP via WB.

Conflict
tracked
World BankRefugee population by country or territory of originSM.POP.REFG.OR

Number of refugees originating from this country (UNHCR via WB).

Demographic
tracked
World BankInternally displaced persons, new displacement associated with conflict and violence (number of cases)VC.IDP.NWDS

New internal displacements from conflict (IDMC via WB).

Conflict
tracked
World BankCost of business start-up procedures (% of GNI per capita)IC.REG.COST.PC.ZS

Cost to start a business as percentage of GNI per capita; institutional quality proxy (WB Doing Business / B-READY).

Governance
tracked
World BankTime required to enforce a contract (days)IC.LGL.DURS

Days needed to enforce a commercial contract through the courts; rule of law proxy (WB Doing Business / B-READY).

Governance
tracked
World BankPersonal remittances, paid (current US$)BM.TRF.PWKR.CD.DT

Outbound remittances paid by workers in this country to other countries.

Finance
tracked
World BankCentral government debt, total (% of GDP)GC.DOD.TOTL.GD.ZS

Gross central government debt as percentage of GDP; fiscal sustainability indicator.

Finance
tracked
World BankBank nonperforming loans to total gross loans (%)FB.AST.NPER.ZS

Ratio of NPLs to total gross loans; banking sector stress indicator.

Finance
tracked
World BankPrivate credit by deposit money banks to GDP (%)GFDD.DI.01

Bank assets as a percentage of GDP; financial development depth indicator (WB Global Financial Development DB).

Finance
tracked
World BankNet official development assistance and official aid received (% of GNI)DC.ODA.TOTL.GD.ZS

Net ODA received as percentage of GNI; donor-dependence indicator (OECD DAC via WB).

Finance
tracked