🏛️ World Bank Indicator → Swedish Political Entity Mapping (v3.0)

April 12, 2026 · View on GitHub

Purpose: Maps all 144 World Bank indicators to Riksdag committees, policy areas, and article types for political intelligence enrichment. Source: Canonical inventory in analysis/worldbank/indicators-inventory.json; consumed by scripts/world-bank-client.ts (INDICATOR_IDS) and scripts/world-bank-context.ts (ECONOMIC_INDICATORS)

đź“‹ Committee-Centric Mapping

FiU — Finansutskottet (Finance Committee) — 30+ indicators

IndicatorCodeUnitRelevance
GDP (current US$)NY.GDP.MKTP.CDUSDHeadline economic output
GDP GrowthNY.GDP.MKTP.KD.ZG% annualCore performance — budget revenue forecasting
GDP (constant LCU)NY.GDP.MKTP.KNSEKReal growth excluding price effects
GDP, PPPNY.GDP.MKTP.PP.CDInt'l $Cross-country economic size
GDP per CapitaNY.GDP.PCAP.CDUSDLiving standard context
GDP per Capita GrowthNY.GDP.PCAP.KD.ZG% annualIndividual prosperity trends
GDP per Capita (PPP)NY.GDP.PCAP.PP.CDInt'l $Welfare comparison
Govt ConsumptionNE.CON.GOVT.ZS% of GDPPublic sector size
Household ConsumptionNE.CON.PRVT.ZS% of GDPDemand strength
Gross Capital FormationNE.GDI.TOTL.ZS% of GDPInvestment level
Gross Fixed CapitalNE.GDI.FTOT.ZS% of GDPInfrastructure spending
Gross SavingsNY.GNS.ICTR.ZS% of GDPFiscal sustainability
GNINY.GNP.MKTP.CDUSDNational income
GNI per CapitaNY.GNP.PCAP.CDUSDIncome classification
InflationFP.CPI.TOTL.ZG% annualCost-of-living, Riksbank coordination
GDP DeflatorNY.GDP.DEFL.KD.ZG% annualBroad price pressure
CPIFP.CPI.TOTLindexPrice level tracking
Tax RevenueGC.TAX.TOTL.GD.ZS% of GDPFiscal capacity
Govt ExpenditureGC.XPN.TOTL.GD.ZS% of GDPSpending level
Govt RevenueGC.REV.XGRT.GD.ZS% of GDPRevenue capacity
Cash Surplus/DeficitGC.BAL.CASH.GD.ZS% of GDPFiscal balance
Net LendingGC.NLD.TOTL.GD.ZS% of GDPFiscal position
Current AccountBN.CAB.XOKA.GD.ZS% of GDPExternal position
Domestic CreditFS.AST.PRVT.GD.ZS% of GDPFinancial depth
Real Interest RateFR.INR.RINR%Monetary conditions
Lending RateFR.INR.LEND%Credit cost
Deposit RateFR.INR.DPST%Savings return
Govt EffectivenessGE.ESTindexInstitutional quality [source=75]
Labor ProductivitySL.GDP.PCAP.EM.KDPPP $Competitiveness

Chart: Nordic comparison bar + Sweden trend line for GDP Growth and Inflation.

AU — Arbetsmarknadsutskottet (Labor Market Committee) — 22+ indicators

IndicatorCodeUnitRelevance
UnemploymentSL.UEM.TOTL.ZS% of labor forcePrimary labor policy indicator
Unemployment, FemaleSL.UEM.TOTL.FE.ZS%Gender labor gap
Unemployment, MaleSL.UEM.TOTL.MA.ZS%Gender comparison
Youth UnemploymentSL.UEM.1524.ZS% ages 15-24Education-to-work transition
Youth Unempl., FemaleSL.UEM.1524.FE.ZS% ages 15-24Gender gap early career
Youth Unempl., MaleSL.UEM.1524.MA.ZS% ages 15-24Gender comparison
Long-term UnemploymentSL.UEM.LTRM.ZS% of totalStructural challenges
Long-term Unempl., FemaleSL.UEM.LTRM.FE.ZS%Gender dimension
Long-term Unempl., MaleSL.UEM.LTRM.MA.ZS%Gender comparison
Labor ParticipationSL.TLF.CACT.ZS% ages 15+Workforce share
Labor Participation, FemaleSL.TLF.CACT.FE.ZS%Gender equality benchmark
Labor Participation, MaleSL.TLF.CACT.MA.ZS%Baseline
Labor Force TotalSL.TLF.TOTL.INpersonsWorkforce size
Employment RatioSL.EMP.TOTL.SP.ZS% ages 15+Actual employment rate
Employment Ratio, FemaleSL.EMP.TOTL.SP.FE.ZS%Gender employment gap
Employment Ratio, MaleSL.EMP.TOTL.SP.MA.ZS%Baseline
Vulnerable EmploymentSL.EMP.VULN.ZS%Precarious work
Self-EmploymentSL.EMP.SELF.ZS%Gig economy
Wage WorkersSL.EMP.WORK.ZS%Formal employment
GINI IndexSI.POV.GINI0-100Income inequality
Women in ParliamentSG.GEN.PARL.ZS%Political gender equality
Net MigrationSM.POP.NETMpersonsImmigration impact

Chart: Unemployment trend (10 years) + Nordic comparison, Youth vs Total unemployment.

SkU — Skatteutskottet (Taxation Committee) — 6 indicators

IndicatorCodeUnitRelevance
Tax RevenueGC.TAX.TOTL.GD.ZS% of GDPCore — tax burden comparison
Tax on Goods & ServicesGC.TAX.GSRV.RV.ZS% of revenueVAT/excise structure
Tax on Income & ProfitsGC.TAX.YPKG.RV.ZS% of revenueDirect tax burden
Tax on Int'l TradeGC.TAX.INTT.RV.ZS% of revenueTrade tariff policy
Income Top 10%SI.DST.10TH.10%Tax base concentration
Income Top 20%SI.DST.05TH.20%Wealth distribution

Chart: Tax structure pie chart + Nordic tax burden comparison.

NU — Näringsutskottet (Industry Committee) — 12+ indicators

IndicatorCodeUnitRelevance
Trade OpennessNE.TRD.GNFS.ZS% of GDPEconomic integration
Exports (% GDP)NE.EXP.GNFS.ZS% of GDPTrade competitiveness
Imports (% GDP)NE.IMP.GNFS.ZS% of GDPImport dependence
FDI InflowsBN.KLT.DINV.CDUSDForeign investment
FDI Inflows (% GDP)BX.KLT.DINV.WD.GD.ZS%Investment openness
FDI Outflows (% GDP)BM.KLT.DINV.WD.GD.ZS%Outward expansion
High-Tech ExportsTX.VAL.TECH.MF.ZS%Innovation competitiveness
Regulatory QualityRQ.ESTindexBusiness climate [source=75]
Self-EmploymentSL.EMP.SELF.ZS%Entrepreneurship
Renewable EnergyEG.FEC.RNEW.ZS%Green industry

Chart: Trade flow diagram + FDI trend + High-tech exports comparison.

FöU — Försvarsutskottet (Defense Committee) — 6 indicators

IndicatorCodeUnitRelevance
Military Exp. (% GDP)MS.MIL.XPND.GD.ZS% of GDPNATO 2% target — core metric
Military Exp. (USD)MS.MIL.XPND.CDUSDAbsolute capability
Military (% Govt)MS.MIL.XPND.ZS% of govt exp.Budget priority
Armed Forces PersonnelMS.MIL.TOTL.P1personsForce size
Armed Forces (% Labor)MS.MIL.TOTL.TF.ZS%Societal commitment
Political StabilityPV.ESTindexSecurity environment [source=75]

Chart: Military spending trend toward 2% + Nordic comparison bar.

SoU — Socialutskottet (Social Affairs Committee) — 35+ indicators

Covers health, demographics, welfare, and social protection.

DomainKey IndicatorsCount
HealthHealth Exp., Govt Health Exp., Physicians, Hospital Beds, Nurses, Suicide Rate, Tobacco, Alcohol, Immunization14
DemographicsPopulation, Growth, 65+, 0-14, Working-age, Urban/Rural, Age Dependency, Migration, Refugees12
Vital StatisticsLife Expectancy (M/F), Birth/Death Rate, Fertility, Infant/Under-5 Mortality9
InequalityGINI, Income Top/Bottom 10%, Income Top/Bottom 20%5

Chart: Life expectancy trend + Age pyramid + Health spending comparison.

UbU — Utbildningsutskottet (Education Committee) — 10 indicators

IndicatorCodeUnitRelevance
Education Exp. (% GDP)SE.XPD.TOTL.GD.ZS% of GDPInvestment level
Education (% Govt)SE.XPD.TOTL.GB.ZS% of govt exp.Policy priority
Primary EnrollmentSE.PRM.ENRR% grossAccess
Secondary EnrollmentSE.SEC.ENRR% grossProgression
Tertiary EnrollmentSE.TER.ENRR% grossHigher education access
Primary CompletionSE.PRM.CMPT.ZS%System effectiveness
R&D ExpenditureGB.XPD.RSDV.GD.ZS% of GDPInnovation capacity
Researchers/millionSP.POP.SCIE.RD.P6per millionKnowledge economy
Scientific ArticlesIP.JRN.ARTC.SCarticlesResearch output
Youth UnemploymentSL.UEM.1524.ZS%Education outcomes

Chart: Education spending + enrollment funnel + R&D comparison.

MJU — Miljö- och jordbruksutskottet (Environment Committee) — 11 indicators

IndicatorCodeUnitRelevance
COâ‚‚ per CapitaEN.ATM.CO2E.PCmetric tonsClimate target tracking
COâ‚‚ Total (kt)EN.ATM.CO2E.KTkilotonsNational carbon footprint
Energy UseEG.USE.PCAP.KG.OEkg oil eq.Energy efficiency
Renewable EnergyEG.FEC.RNEW.ZS% of totalGreen transition
Renewable ElectricityEG.ELC.RNEW.ZS%Power decarbonization
Forest AreaAG.LND.FRST.ZS% of landNatural resources
Air Pollution (PM2.5)EN.ATM.PM25.MC.M3µg/m³Environmental health
Nuclear ElectricityEG.ELC.NUCL.ZS%Energy mix debates
HydroelectricEG.ELC.HYRO.ZS%Renewable baseload
Renewable excl. HydroEG.ELC.RNWX.ZS%Wind/solar growth
Electric PowerEG.USE.ELEC.KH.PCkWh/capitaEnergy demand

Chart: Energy mix pie + COâ‚‚ trend + Renewable trajectory.

KU — Konstitutionsutskottet (Constitution Committee) — 7 indicators

IndicatorCodeUnitNotes
Rule of LawRL.ESTindexJudicial independence [source=75]
Voice & AccountabilityVA.ESTindexPress freedom, citizen participation [source=75]
Govt EffectivenessGE.ESTindexPublic service quality [source=75]
Regulatory QualityRQ.ESTindexRegulation effectiveness [source=75]
Corruption ControlCC.ESTindexAnti-corruption [source=75]
Political StabilityPV.ESTindexGovernance stability [source=75]
Women in ParliamentSG.GEN.PARL.ZS%Democratic representation

Chart: Governance radar + Nordic governance comparison.

TU — Trafikutskottet (Transport Committee) — 5 indicators

IndicatorCodeUnitRelevance
Internet UsersIT.NET.USER.ZS% of pop.Digital infrastructure
BroadbandIT.NET.BBND.P2per 100Infrastructure quality
Mobile SubscriptionsIT.CEL.SETS.P2per 100Telecom maturity
Secure ServersIT.NET.SECR.P6per millionCybersecurity
Air PassengersIS.AIR.PSGRpersonsTransport usage

UU — Utrikesutskottet (Foreign Affairs Committee) — 5 indicators

IndicatorCodeUnitRelevance
Trade OpennessNE.TRD.GNFS.ZS% of GDPIntegration level
Exports (% GDP)NE.EXP.GNFS.ZS% of GDPTrade position
GDP, PPPNY.GDP.MKTP.PP.CDInt'l $Economic weight
FDI OutflowsBM.KLT.DINV.WD.GD.ZS% of GDPSwedish global reach
ICT ExportsBX.GSR.CCIS.ZS%Digital economy strength

JuU — Justitieutskottet (Justice Committee) — 2 indicators

IndicatorCodeUnitRelevance
Rule of LawRL.ESTindexJudicial system quality [source=75]
Corruption ControlCC.ESTindexInstitutional integrity [source=75]

đź“Š Domain Summary

DomainIndicatorsPrimary CommitteesAccess
National Accounts & GDP17FiUMCP + REST
Government Finance9SkU, FiUREST
Trade & Payments11NU, UUMCP + REST
Labor Market20AUMCP + REST
Inflation & Prices3FiUMCP + REST
Financial Sector4FiUREST
Demographics22SoUMCP + REST
Health14SoUMCP + REST
Education6UbUMCP + REST
Environment10MJUREST
Infrastructure6TUMCP + REST
Innovation4UbUREST
Military5FöUREST
Governance (WGI)6KU, JuUREST source=75
Inequality5SoU, AUREST
Gender1KU, AUREST
Energy1MJU, NUREST
TOTAL14412 committees

Last Updated: 2026-04-12 Version: 3.0