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.
Indicators by provider
- World Bank6963%
- V-Dem3532%
- FAOSTAT55%
Indicators by theme
- 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
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
FA-013-year avg of adequacy of calorie supply vs minimum requirement. FAOSTAT FS.
FA-02Share of population with insufficient habitual food consumption. 3-year avg. FAOSTAT FS.
FA-03Cereal imports / (production + imports - exports). Trade vulnerability signal. FAOSTAT FS.
FA-04SDG 6.1.1 indicator. Core development + governance signal. FAOSTAT FS.
FA-05SDG 6.2.1 tier-3 indicator. Dev / governance signal. FAOSTAT FS.
v2pepwrortOnly 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.
v2csprtcpt**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.
v2cseeorgsFoundational enabler/disabler of mobilization. Civil society can't organize protests without right to form. Distinct from VD-05 (repression of *existing* organizations).
v2excrptpsHow corrupt is the executive branch specifically (not the country in general)? More targeted than WB's Control of Corruption which is economy-wide perception.
v2x_clprivProperty rights + freedom of movement + religion + equality before law. Property rights collapse precedes migration_and_refugees + economic_crisis. Religious freedom restrictions precede sectarian violence.
v2x_genderPrimary substrate for gender_policy_reform (currently zero substrate). Cross-family: low scores predict democratic backsliding + authoritarian consolidation.
v2x_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.
v2x_partipHow actively do citizens engage in politics beyond voting? High participation + weak institutions = revolution risk. Low participation = coup risk (no one defends the regime).
v2x_clpolCaptures 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.
v2pepwrgenStatic 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.
v2csreprssIs the government shutting down NGOs, arresting activists, restricting assembly? Escalating repression precedes political_violence and democratic breakdown.
v2lgbicamStatic institutional moderator. UK government collapse (bicameral) ≠ Turkey executive consolidation. Allows recipe filtering by institutional structure.
v2clkillDirect 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.
v2pepwrsocClass-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.
v2x_neopatPatronage-network architecture. When network collapses (resource curse reversal, succession crisis), entire structure disintegrates rapidly. Primary recipe substrate for SSA + Central Asia + parts of MENA.
v2x_libdemElectoral 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.
v2svdomautOne 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.
v2xlg_legconCan parliament block the president? When this drops alongside VD-03, institutional checks are collapsing — strong signal for authoritarian consolidation.
v2xel_frefairelections + 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.
v2cltortLeading indicator for political_repression + human_rights_violation. Regimes escalate torture before mass killings or crackdowns become visible. Independent measurement path from VD-12.
v2mecenefmHistorically deep signal for political_repression + democratic_transition where VD-08's alternative-information component is signal-poor pre-1990. Critical for pre-internet recipes.
v2jureformCaptures 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.
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.
v2exl_legitleadLegitimacy collapse without losing power = pre-coup/pre-protest danger zone. Distinct from VD-01 (institutional quality) — measures perceived legitimacy. Cross-family signal.
v2psprlnksDistinguishes clientelistic (Venezuela/Iraq) vs programmatic (austerity-resilient) vs identity (channels stress to ethnic/religious mobilization). No other indicator enables this differentiation.
v2x_polyarchyCore democracy score. When this declines, a country is backsliding — precedes constitutional_change, protest, political_crisis. When it rises, democratic transition is underway.
v2x_corrWhole-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.
v2x_regime0=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.
v2x_clphyPhysical integrity rights — freedom from torture, extrajudicial killing, political imprisonment. Escalating violations are a 1-2 year leading indicator for political_violence and civil_war.
v2xeg_eqprotecGroup-differentiated rights (ethnic/religious/gender). Decline precedes sectarian violence + minority persecution. Combines with WB ethnic fractionalization for compound communal-violence recipe.
v2stfisccapCan 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.
v2x_freexp_altinfMedia 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.
v2lgqstexpOperational measure of legislative accountability (vs VD-04 formal capability). Parliament that stops asking questions before formal constitutional change = early warning.
v2x_juconCan courts block the president? When this drops, executive power grab is underway. 2-4 year leading indicator for constitutional_change and democratic backsliding.
v2cacampsIs society splitting into irreconcilable camps? High polarization precedes constitutional crises, government formation failures, and election violence.
SP.POP.TOTLTotal population is based on the de facto definition of population.
NY.GDP.DEFL.KD.ZGInflation as measured by the annual growth rate of the GDP implicit deflator.
NY.GDP.MKTP.KD.ZGAnnual percentage growth rate of GDP at market prices based on constant local currency.
NY.GNP.PCAP.CDGNI per capita is the gross national income, converted to U.S. dollars using the World Bank Atlas method, divided by the midyear population.
SM.POP.NETMNet migration is the net total of migrants during the period, that is, the number of immigrants minus the number of emigrants.
SP.DYN.LE00.INIndicates 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.
MS.MIL.MPRT.KDArms transfers cover the supply of military weapons through sales, aid, gifts, and licenses and leases.
SH.DYN.MORTThe probability per 1,000 that a newborn baby will die before reaching age five.
SP.DYN.TFRT.INThe 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.
AG.PRD.FOOD.XDFood production index covers food crops that are considered edible and that contain nutrients.
NE.IMP.GNFS.CDThe value of all goods and other market services received from the rest of the world.
MS.MIL.XPND.GD.ZSMilitary expenditures data from SIPRI as a share of GDP.
NV.SRV.TOTL.ZSValue added in services as a percentage of GDP.
NE.CON.GOVT.ZSGeneral government final consumption expenditure as a percentage of GDP.
BN.CAB.XOKA.GD.ZSCurrent account balance as a percentage of GDP.
NY.GDP.MKTP.CDGDP 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.
NY.GDP.PCAP.CDGDP per capita is gross domestic product divided by midyear population.
EG.ELC.ACCS.UR.ZSThe percentage of the urban population with access to electricity.
NE.EXP.GNFS.ZSThe value of all goods and other market services provided to the rest of the world as a percentage of GDP.
NE.IMP.GNFS.ZSThe value of all goods and other market services received from the rest of the world as a percentage of GDP.
FP.CPI.TOTL.ZGInflation as measured by the consumer price index.
NV.AGR.TOTL.ZSValue added in agriculture, forestry, and fishing as a percentage of GDP.
NV.IND.MANF.ZSValue added in manufacturing as a percentage of GDP.
NE.GDI.TOTL.ZSGross 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.
NE.CON.PRVT.ZSHousehold final consumption expenditure as a percentage of GDP.
FI.RES.TOTL.CDTotal reserves comprise holdings of monetary gold, special drawing rights, reserves of IMF members held by the IMF, and holdings of foreign exchange.
FM.LBL.BMNY.GD.ZSBroad money (IFS line 35L..ZK) is the sum of currency outside banks; demand deposits other than those of the central government.
SL.TLF.CACT.FE.ZSLabor force participation rate, female is the proportion of the female population ages 15-64 that is economically active.
SM.POP.RHCR.EONumber of refugees originating from a country, recognised under the UNHCR mandate. Direct measure of conflict-driven displacement output.
PV.ESTMeasures perceptions of the likelihood of political instability and/or politically-motivated violence.
SE.PRM.ENRRGross 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.
SL.EMP.TOTL.SP.ZSThe proportion of a country's population that is employed.
SL.UEM.TOTL.ZSThe share of the labor force that is without work but available for and seeking employment.
EG.ELC.ACCS.RU.ZSThe percentage of the rural population with access to electricity.
IT.NET.USER.ZSIndividuals who have used the Internet (from any location) in the last 3 months.
IT.CEL.SETS.P2Subscriptions to a public mobile telephone service that provide access to the PSTN using cellular technology.
NE.EXP.GNFS.CDThe value of all goods and other market services provided to the rest of the world.
VA.ESTCaptures perceptions of the extent to which a country's citizens are able to participate in selecting their government.
GE.ESTCaptures perceptions of the quality of public services, the quality of the civil service and the degree of its independence from political pressures.
RQ.ESTCaptures perceptions of the ability of the government to formulate and implement sound policies and regulations that permit and promote private sector development.
RL.ESTCaptures 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.
CC.ESTCaptures perceptions of the extent to which public power is exercised for private gain, including both petty and grand forms of corruption.
MS.MIL.XPRT.KDExports of military weapons through sales, aid, gifts, and licenses.
NY.GDP.MKTP.KDGross domestic product at purchaser's prices, constant 2015 US$.
NV.IND.TOTL.ZSValue added in mining, manufacturing, construction, electricity, water, and gas as a percentage of GDP.
BX.KLT.DINV.WD.GD.ZSForeign direct investment, net inflows as a percentage of GDP.
BM.KLT.DINV.WD.GD.ZSForeign direct investment, net outflows as a percentage of GDP.
FI.RES.TOTL.MOTotal reserves expressed in terms of the number of months of imports of goods and services they could pay for.
DT.DOD.DECT.GN.ZSTotal external debt stocks as a percentage of gross national income.
DT.TDS.DECT.EX.ZSThe 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.
GC.REV.XGRT.GD.ZSRevenue is cash receipts from taxes, social contributions, and other revenues such as fines, fees, rent, and income from property or sales.
GC.TAX.TOTL.GD.ZSTax revenue refers to compulsory transfers to the central government for public purposes.
GC.XPN.TOTL.GD.ZSExpense is cash payments for operating activities of the government in providing goods and services.
FR.INR.LENDLending rate is the bank rate that usually meets the short- and medium-term financing needs of the private sector.
TX.VAL.TECH.MF.ZSHigh-technology exports are products with high R&D intensity, such as in aerospace, computers, pharmaceuticals, scientific instruments, and electrical machinery.
SL.UEM.1524.ZSYouth unemployment refers to the share of the labor force ages 15-24 without work but available for and seeking employment.
SI.POV.GINIGini 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.
EG.IMP.CONS.ZSNet energy imports are estimated as energy use less production, both measured in oil equivalents.
EN.GHG.CO2.PC.CE.AR5Per-capita carbon dioxide emissions (excluding land-use change and forestry), scaled with IPCC AR5 GWPs. Replaces the retired EN.ATM.CO2E.PC.
VC.BTL.DETHNumber of battle deaths from intra- or inter-state armed conflict; sourced from UCDP via WB.
SM.POP.REFG.ORNumber of refugees originating from this country (UNHCR via WB).
VC.IDP.NWDSNew internal displacements from conflict (IDMC via WB).
IC.REG.COST.PC.ZSCost to start a business as percentage of GNI per capita; institutional quality proxy (WB Doing Business / B-READY).
IC.LGL.DURSDays needed to enforce a commercial contract through the courts; rule of law proxy (WB Doing Business / B-READY).
BM.TRF.PWKR.CD.DTOutbound remittances paid by workers in this country to other countries.
GC.DOD.TOTL.GD.ZSGross central government debt as percentage of GDP; fiscal sustainability indicator.
FB.AST.NPER.ZSRatio of NPLs to total gross loans; banking sector stress indicator.
GFDD.DI.01Bank assets as a percentage of GDP; financial development depth indicator (WB Global Financial Development DB).
DC.ODA.TOTL.GD.ZSNet ODA received as percentage of GNI; donor-dependence indicator (OECD DAC via WB).