placestats

Market-income Gini

Gini coefficient of market income

Link with national income-0.36partly income-linked
Links that hold up3of 156 pairs tested
Unitindex, 0 to 1higher is worse
SourceOECDCC BY 4.0 (OECD terms and conditions)
What this measures. Inequality of household income before taxes and government payments, for the whole population. It is not the Gini already on the site, which is of income after taxes and payments. The gap between the two shows what the government does. The number of countries jumps from 24 to 34 in 2011, when the OECD changed its definition of income, so the series is used from 2011 on.

How it has moved

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Every country, every year

One row per country and one column per year, sorted by the most recent value. Hover over any cell to see the figure. The country names link to each country’s page.

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Links that hold up

r is how closely two measures rise and fall together across countries, from −1 (opposite) to +1 (in step), where 0 means no link. These pairs are ranked by the link after adjusting for national income, which means comparing countries with the same GDP per person. Each pair passed three checks. The link held after that adjustment. It was unlikely to be chance (q of 0.05 or less), even allowing for countries in the same region being alike and for the many pairs tested. And the two are not just two measures of the same thing. Very small q values are written in short form: 8.0e-5 means 0.000080.

MeasureBefore adjustingAfter adjustingqCountriesTracks income?
Market-income Gini and Youth not in work or studyWhere Market-income Gini is higher, Youth not in work or study tends to be higher: a moderate link that holds when only countries with similar income are compared. Youth not in work or study by country+0.67+0.560.03343high
Market-income Gini and Male labor participationWhere Market-income Gini is higher, Male labor participation tends to be lower: a moderate link that holds when only countries with similar income are compared. Male labor participation by country-0.31-0.430.01045independent
Market-income Gini and Inequality-adjusted HDIWhere Market-income Gini is higher, Inequality-adjusted HDI tends to be lower: a moderate link that holds when only countries with similar income are compared. Inequality-adjusted HDI by country-0.59-0.430.04645proxy

Links that don’t count as findings

These go together strongly, but they are built from the same numbers or measure the same thing. So they are bound to match, or their match shows that the measures agree, not something about the world.

MeasureBefore adjustingAfter adjustingqCountriesTracks income?
Market-income Gini and RedistributionNot an independent finding: one of these indices is built partly from the other, so their agreement is just arithmetic. Redistribution by country-0.28+0.040.87345moderate

How much the other measures account for

The 71 most widely reported measures boil down to a few broad patterns. This table shows how much of the differences between countries on this measure those patterns account for, adding one pattern at a time. The patterns are rebuilt without this measure, and without anything built from the same numbers or measuring the same thing. So it never predicts itself under another name. The figures use the 43 countries reporting all of them, and 71 candidate measures.

This shows how much it moves with the others. It does not explain anything. Measures that move together end up on the same pattern whether or not anything connects them. And the countries here are the best-documented ones. A high figure means this measure is largely predictable from the others, not that they produce it.
Patterns usedShare of this measure accounted forAdded by this pattern
123%—
231%+9%
335%+3%
436%+1%
538%+2%
638%+0%

Every other pair

Everything else this measure was tested against, apart from the links that hold up and the pairs built from the same numbers. Sorted by the link after adjusting. Search by name; every column sorts. A small adjusted figure is a result too. It says the two do not move together once income is set aside.

152 of 152
Market-income Gini and HIV prevalenceComparing only countries with similar income it is still +0.68, but that could easily be chance once we allow for countries in the same region being alike. HIV prevalence by country+0.75+0.680.38633moderate
Market-income Gini and UnemploymentComparing only countries with similar income it is still +0.65, but that could easily be chance once we allow for countries in the same region being alike. Unemployment by country+0.70+0.650.26145independent
Market-income Gini and Labour scoreComparing only countries with similar income it is still -0.62, but that could easily be chance once we allow for countries in the same region being alike. Labour score by country-0.72-0.620.13145high
Market-income Gini and Electricity accessComparing only countries with similar income it is still -0.57, but that could easily be chance once we allow for countries in the same region being alike. Electricity access by country-0.66-0.570.43845high
Market-income Gini and Extreme poverty rateComparing only countries with similar income it is still +0.57, but that could easily be chance once we allow for countries in the same region being alike. Extreme poverty rate by country+0.68+0.570.40544proxy
Market-income Gini and Equality scoreComparing only countries with similar income it is still -0.56, but that could easily be chance once we allow for countries in the same region being alike. Equality score by country-0.66-0.560.07544high
Market-income Gini and Tuberculosis incidenceComparing only countries with similar income it is still +0.51, but that could easily be chance once we allow for countries in the same region being alike. Tuberculosis incidence by country+0.65+0.510.43145high
Market-income Gini and Gini indexComparing only countries with similar income it is still +0.50, but that could easily be chance once we allow for countries in the same region being alike. Gini index by country+0.61+0.500.06644moderate
Market-income Gini and Maternal mortalityLinked across countries, but mostly as richer countries differ from poorer ones: comparing only countries with similar income, what remains (+0.45) could easily be chance. Maternal mortality by country+0.62+0.450.32845proxy
Market-income Gini and Under-5 mortalityLinked across countries, but mostly as richer countries differ from poorer ones: comparing only countries with similar income, what remains (+0.42) could easily be chance. Under-5 mortality by country+0.60+0.420.39145proxy
Market-income Gini and Out-of-pocket health spendingAlmost no link either way. Out-of-pocket health spending by country-0.03-0.410.43845moderate
Market-income Gini and Birth registrationLinked across countries, but mostly as richer countries differ from poorer ones: comparing only countries with similar income, what remains (-0.39) could easily be chance. Birth registration by country-0.57-0.390.36243proxy
Market-income Gini and Homicide rateLinked across countries, but mostly as richer countries differ from poorer ones: comparing only countries with similar income, what remains (+0.38) could easily be chance. Homicide rate by country+0.55+0.380.50845moderate
Market-income Gini and Old-age spendingCould easily be chance once only countries with similar income are compared. Old-age spending by country+0.37+0.380.07140independent
Market-income Gini and Agricultural landCould easily be chance once only countries with similar income are compared. Agricultural land by country+0.41+0.370.05245independent
Market-income Gini and Public social spendingCould easily be chance once only countries with similar income are compared. Public social spending by country+0.25+0.330.07740moderate
Market-income Gini and Road traffic deathsLinked across countries, but mostly as richer countries differ from poorer ones: comparing only countries with similar income, what remains (+0.32) could easily be chance. Road traffic deaths by country+0.55+0.320.28345high
Market-income Gini and Conflict deathsCould easily be chance once only countries with similar income are compared. Conflict deaths by country-0.13-0.320.43445moderate
Market-income Gini and Infant mortalityLinked across countries, but mostly as richer countries differ from poorer ones: comparing only countries with similar income, what remains (+0.31) could easily be chance. Infant mortality by country+0.54+0.310.41845proxy
Market-income Gini and Basic water accessCould easily be chance once only countries with similar income are compared. Basic water access by country-0.44-0.300.46645proxy
Market-income Gini and Health spendingAlmost no link either way. Health spending by country+0.03+0.290.15445independent
Market-income Gini and Basic sanitationCould easily be chance once only countries with similar income are compared. Basic sanitation by country-0.47-0.280.42945high
Market-income Gini and Retirement age, menCould easily be chance once only countries with similar income are compared. Retirement age, men by country-0.14-0.280.26544independent
Market-income Gini and Slum share of urban populationCould easily be chance once only countries with similar income are compared. Slum share of urban population by country+0.48+0.280.38644high
Market-income Gini and Women in a unionCould easily be chance once only countries with similar income are compared. Women in a union by country-0.18-0.270.60445moderate
Market-income Gini and UndernourishmentCould easily be chance once only countries with similar income are compared. Undernourishment by country+0.48+0.260.51744proxy
Market-income Gini and Civil society participationAlmost no link either way. Civil society participation by country-0.04+0.240.25845independent
Market-income Gini and Tax revenueAlmost no link either way. Tax revenue by country+0.03+0.220.28144moderate
Market-income Gini and One-person householdsAlmost no link either way. One-person households by country-0.08+0.220.34636high
Market-income Gini and Military spendingCould easily be chance once only countries with similar income are compared. Military spending by country-0.17-0.210.27643independent
Market-income Gini and Hours workedCould easily be chance once only countries with similar income are compared. Hours worked by country+0.16-0.210.29938high
Market-income Gini and Recycling rateCould easily be chance once only countries with similar income are compared. Recycling rate by country-0.25-0.210.61435moderate
Market-income Gini and Secondary enrollmentAlmost no link either way. Secondary enrollment by country-0.03+0.210.14545high
Market-income Gini and Child stuntingCould easily be chance once only countries with similar income are compared. Child stunting by country+0.47+0.200.56927proxy
Market-income Gini and Internet usersCould easily be chance once only countries with similar income are compared. Internet users by country-0.49-0.200.33045proxy
Market-income Gini and Marriage rate (UN)Could easily be chance once only countries with similar income are compared. Marriage rate (UN) by country-0.19-0.200.50441independent
Market-income Gini and PISA mathsCould easily be chance once only countries with similar income are compared. PISA maths by country-0.29-0.200.13542high
Market-income Gini and Life satisfactionCould easily be chance once only countries with similar income are compared. Life satisfaction by country-0.44-0.200.18245proxy
Market-income Gini and Liberal democracyCould easily be chance once only countries with similar income are compared. Liberal democracy by country-0.10+0.190.39545moderate
Market-income Gini and Vulnerable employmentCould easily be chance once only countries with similar income are compared. Vulnerable employment by country+0.21-0.190.72345proxy
Market-income Gini and Informal employmentCould easily be chance once only countries with similar income are compared. Informal employment by country+0.25-0.190.71338proxy
Market-income Gini and Government expenseAlmost no link either way. Government expense by country+0.10+0.190.12444moderate
Market-income Gini and Life expectancyCould easily be chance once only countries with similar income are compared. Life expectancy by country-0.46-0.180.69345proxy
Market-income Gini and Pre-trial detainee shareAlmost no link either way. Pre-trial detainee share by country-0.08-0.180.42343independent
Market-income Gini and Family benefits spendingCould easily be chance once only countries with similar income are compared. Family benefits spending by country-0.21-0.180.36040independent
Market-income Gini and Electoral democracyCould easily be chance once only countries with similar income are compared. Electoral democracy by country-0.11+0.170.44545moderate
Market-income Gini and Corruption Perceptions IndexCould easily be chance once only countries with similar income are compared. Corruption Perceptions Index by country-0.24+0.170.41045high
Market-income Gini and Regime typeCould easily be chance once only countries with similar income are compared. Regime type by country-0.15+0.170.44145moderate
Market-income Gini and Children with one parentCould easily be chance once only countries with similar income are compared. Children with one parent by country+0.15+0.160.39236independent
Market-income Gini and Religion very importantCould easily be chance once only countries with similar income are compared. Religion very important by country+0.38+0.160.52443high
Market-income Gini and Religious attendanceCould easily be chance once only countries with similar income are compared. Religious attendance by country+0.34+0.150.60143high
Market-income Gini and Control of corruptionCould easily be chance once only countries with similar income are compared. Control of corruption by country-0.25+0.150.30945high
Market-income Gini and Regulatory qualityCould easily be chance once only countries with similar income are compared. Regulatory quality by country-0.26+0.150.30045proxy
Market-income Gini and Retirement age, womenCould easily be chance once only countries with similar income are compared. Retirement age, women by country-0.17-0.150.52444independent
Market-income Gini and Employment in agricultureCould easily be chance once only countries with similar income are compared. Employment in agriculture by country+0.23-0.150.74045proxy
Market-income Gini and Wellbeing scoreCould easily be chance once only countries with similar income are compared. Wellbeing score by country-0.41-0.150.37643high
Market-income Gini and Female labor participationCould easily be chance once only countries with similar income are compared. Female labor participation by country-0.38-0.150.70645independent
Market-income Gini and Political stabilityCould easily be chance once only countries with similar income are compared. Political stability by country-0.37-0.150.63445moderate
Market-income Gini and Age at childbearingCould easily be chance once only countries with similar income are compared. Age at childbearing by country-0.27+0.140.57645moderate
Market-income Gini and Infrastructure scoreCould easily be chance once only countries with similar income are compared. Infrastructure score by country-0.44-0.140.48245proxy
Market-income Gini and Gender wage gapCould easily be chance once only countries with similar income are compared. Gender wage gap by country-0.12-0.140.59737independent
Market-income Gini and Aid givenAlmost no link either way. Aid given by country-0.02+0.140.52538high
Market-income Gini and PhysiciansCould easily be chance once only countries with similar income are compared. Physicians by country-0.35-0.140.45945proxy
Market-income Gini and HDICould easily be chance once only countries with similar income are compared. HDI by country-0.48-0.140.29145proxy
Market-income Gini and Self-reported happinessCould easily be chance once only countries with similar income are compared. Self-reported happiness by country-0.31-0.140.54243moderate
Market-income Gini and Voice and accountabilityCould easily be chance once only countries with similar income are compared. Voice and accountability by country-0.19+0.130.51445moderate
Market-income Gini and Rule of lawCould easily be chance once only countries with similar income are compared. Rule of law by country-0.25+0.130.52745high
Market-income Gini and Free and fair electionsCould easily be chance once only countries with similar income are compared. Free and fair elections by country-0.12+0.130.56545high
Market-income Gini and Freedom of associationAlmost no link either way. Freedom of association by country-0.07+0.130.52445moderate
Market-income Gini and Women ministersAlmost no link either way. Women ministers by country-0.01+0.130.54445independent
Market-income Gini and Political civil libertiesAlmost no link either way. Political civil liberties by country-0.10+0.130.55945moderate
Market-income Gini and Population growthAlmost no link either way. Population growth by country+0.01+0.130.66145moderate
Market-income Gini and Muslim shareCould easily be chance once only countries with similar income are compared. Muslim share by country+0.15+0.130.61145independent
Market-income Gini and Health scoreCould easily be chance once only countries with similar income are compared. Health score by country-0.29-0.130.66445moderate
Market-income Gini and Single-parent householdsAlmost no link either way. Single-parent households by country-0.04-0.120.72836independent
Market-income Gini and GDP growthCould easily be chance once only countries with similar income are compared. GDP growth by country+0.15+0.120.64845moderate
Market-income Gini and Anaemia in womenCould easily be chance once only countries with similar income are compared. Anaemia in women by country+0.20-0.120.70845high
Market-income Gini and DTP3 immunisationCould easily be chance once only countries with similar income are compared. DTP3 immunisation by country-0.24-0.120.78245moderate
Market-income Gini and Mobile subscriptionsAlmost no link either way. Mobile subscriptions by country+0.09+0.120.79145moderate
Market-income Gini and Governance scoreCould easily be chance once only countries with similar income are compared. Governance score by country-0.14+0.120.53745moderate
Market-income Gini and Mean years of schoolingCould easily be chance once only countries with similar income are compared. Mean years of schooling by country-0.39-0.110.83245proxy
Market-income Gini and Freedom of expressionCould easily be chance once only countries with similar income are compared. Freedom of expression by country-0.11+0.110.64145moderate
Market-income Gini and Women in parliamentAlmost no link either way. Women in parliament by country-0.02+0.110.71545independent
Market-income Gini and Gender Development IndexAlmost no link either way. Gender Development Index by country-0.08+0.110.80645high
Market-income Gini and Active labour market spendingAlmost no link either way. Active labour market spending by country+0.01+0.110.37440moderate
Market-income Gini and Corporate tax rateCould easily be chance once only countries with similar income are compared. Corporate tax rate by country+0.26+0.110.78644moderate
Market-income Gini and Birth rateCould easily be chance once only countries with similar income are compared. Birth rate by country+0.27+0.100.77745proxy
Market-income Gini and ResearchersCould easily be chance once only countries with similar income are compared. Researchers by country-0.41-0.100.60744proxy
Market-income Gini and Refugees originatingAlmost no link either way. Refugees originating by country-0.05-0.100.14945moderate
Market-income Gini and Gender scoreAlmost no link either way. Gender score by country-0.05+0.100.66545moderate
Market-income Gini and Frequent prayerCould easily be chance once only countries with similar income are compared. Frequent prayer by country+0.34+0.100.74826high
Market-income Gini and Skilled birth attendanceCould easily be chance once only countries with similar income are compared. Skilled birth attendance by country-0.10+0.100.72238high
Market-income Gini and Participatory democracyCould easily be chance once only countries with similar income are compared. Participatory democracy by country-0.19+0.090.66745moderate
Market-income Gini and Civil liberties (FH)Could easily be chance once only countries with similar income are compared. Civil liberties (FH) by country+0.17-0.090.74445moderate
Market-income Gini and Fixed broadbandCould easily be chance once only countries with similar income are compared. Fixed broadband by country-0.38-0.090.68445proxy
Market-income Gini and Health coverage indexCould easily be chance once only countries with similar income are compared. Health coverage index by country-0.35-0.090.21045proxy
Market-income Gini and Forest areaAlmost no link either way. Forest area by country-0.04-0.090.65445independent
Market-income Gini and Expected schoolingCould easily be chance once only countries with similar income are compared. Expected schooling by country-0.15+0.090.69145proxy
Market-income Gini and Hospital bedsCould easily be chance once only countries with similar income are compared. Hospital beds by country-0.13-0.080.50245high
Market-income Gini and Pupil-teacher ratioCould easily be chance once only countries with similar income are compared. Pupil-teacher ratio by country+0.39+0.080.81743proxy
Market-income Gini and Women's age at first marriageAlmost no link either way. Women's age at first marriage by country+0.02+0.080.34139moderate
Market-income Gini and Out of school, primaryCould easily be chance once only countries with similar income are compared. Out of school, primary by country+0.16+0.080.80244moderate
Market-income Gini and Unemployment benefit spendingCould easily be chance once only countries with similar income are compared. Unemployment benefit spending by country-0.15-0.080.82339moderate
Market-income Gini and Compulsory schoolingAlmost no link either way. Compulsory schooling by country+0.03+0.080.85145moderate
Market-income Gini and Tobacco useCould easily be chance once only countries with similar income are compared. Tobacco use by country+0.14+0.080.38745independent
Market-income Gini and Migrant share of populationCould easily be chance once only countries with similar income are compared. Migrant share of population by country-0.28+0.080.64745high
Market-income Gini and FDI inflowsAlmost no link either way. FDI inflows by country+0.09-0.070.45645independent
Market-income Gini and Political rights (FH)Could easily be chance once only countries with similar income are compared. Political rights (FH) by country+0.11-0.070.73545moderate
Market-income Gini and Trust in governmentCould easily be chance once only countries with similar income are compared. Trust in government by country-0.14+0.070.83142moderate
Market-income Gini and Fertility rateCould easily be chance once only countries with similar income are compared. Fertility rate by country+0.20+0.070.79945proxy
Market-income Gini and Confidence in religious institutionsCould easily be chance once only countries with similar income are compared. Confidence in religious institutions by country+0.25+0.070.83143moderate
Market-income Gini and UrbanizationCould easily be chance once only countries with similar income are compared. Urbanization by country-0.15+0.070.66345high
Market-income Gini and Population 0-14Could easily be chance once only countries with similar income are compared. Population 0-14 by country+0.27+0.060.83645proxy
Market-income Gini and Gender Inequality IndexCould easily be chance once only countries with similar income are compared. Gender Inequality Index by country+0.42+0.060.79545proxy
Market-income Gini and Public order spendingCould easily be chance once only countries with similar income are compared. Public order spending by country+0.11-0.060.72536high
Market-income Gini and Adolescent fertilityCould easily be chance once only countries with similar income are compared. Adolescent fertility by country+0.34+0.060.88945proxy
Market-income Gini and Political corruptionCould easily be chance once only countries with similar income are compared. Political corruption by country+0.29-0.060.49445high
Market-income Gini and Divorce rateCould easily be chance once only countries with similar income are compared. Divorce rate by country+0.11+0.060.87142independent
Market-income Gini and Alcohol consumptionCould easily be chance once only countries with similar income are compared. Alcohol consumption by country-0.23-0.050.81245moderate
Market-income Gini and Marriage rateAlmost no link either way. Marriage rate by country+0.02-0.050.92842independent
Market-income Gini and Environment scoreAlmost no link either way. Environment score by country-0.04-0.050.84245moderate
Market-income Gini and Trade opennessCould easily be chance once only countries with similar income are compared. Trade openness by country-0.27-0.050.78045moderate
Market-income Gini and Government consumptionCould easily be chance once only countries with similar income are compared. Government consumption by country-0.19-0.050.87345independent
Market-income Gini and Government spending per capitaCould easily be chance once only countries with similar income are compared. Government spending per capita by country-0.18+0.050.59741proxy
Market-income Gini and Primary completionCould easily be chance once only countries with similar income are compared. Primary completion by country-0.31-0.050.28544proxy
Market-income Gini and Protected landAlmost no link either way. Protected land by country-0.10-0.040.82345independent
Market-income Gini and Religiously unaffiliatedCould easily be chance once only countries with similar income are compared. Religiously unaffiliated by country-0.14-0.040.81745moderate
Market-income Gini and Divorce rate (UN)Almost no link either way. Divorce rate (UN) by country-0.00-0.040.89039independent
Market-income Gini and Interpersonal trustCould easily be chance once only countries with similar income are compared. Interpersonal trust by country-0.22+0.030.90343high
Market-income Gini and Births outside marriageAlmost no link either way. Births outside marriage by country-0.02-0.030.87840independent
Market-income Gini and InflationAlmost no link either way. Inflation by country+0.09+0.030.79645independent
Market-income Gini and PISA scienceCould easily be chance once only countries with similar income are compared. PISA science by country-0.15-0.030.79042high
Market-income Gini and Christian shareAlmost no link either way. Christian share by country-0.02+0.030.92545independent
Market-income Gini and Tertiary enrollmentCould easily be chance once only countries with similar income are compared. Tertiary enrollment by country-0.14-0.030.94945high
Market-income Gini and Women in managementAlmost no link either way. Women in management by country-0.01+0.020.93141moderate
Market-income Gini and Adult obesityAlmost no link either way. Adult obesity by country+0.09+0.020.93145moderate
Market-income Gini and Premature NCD mortalityCould easily be chance once only countries with similar income are compared. Premature NCD mortality by country+0.27-0.020.93445high
Market-income Gini and Armed conflict presentCould easily be chance once only countries with similar income are compared. Armed conflict present by country+0.31+0.020.90645moderate
Market-income Gini and Women's political empowermentCould easily be chance once only countries with similar income are compared. Women's political empowerment by country-0.20+0.020.90745moderate
Market-income Gini and CO2 per capitaCould easily be chance once only countries with similar income are compared. CO2 per capita by country-0.18-0.020.94945proxy
Market-income Gini and Education spendingAlmost no link either way. Education spending by country-0.05+0.010.97845independent
Market-income Gini and Food insecurityCould easily be chance once only countries with similar income are compared. Food insecurity by country+0.29-0.010.96642proxy
Market-income Gini and Government effectivenessCould easily be chance once only countries with similar income are compared. Government effectiveness by country-0.36-0.010.97145proxy
Market-income Gini and Median ageCould easily be chance once only countries with similar income are compared. Median age by country-0.22+0.000.98745proxy
Market-income Gini and Education scoreCould easily be chance once only countries with similar income are compared. Education score by country-0.24+0.000.97045proxy
Market-income Gini and Suicide rateAlmost no link either way. Suicide rate by country-0.01+0.000.99245independent
Market-income Gini and PISA readingCould easily be chance once only countries with similar income are compared. PISA reading by country-0.13+0.000.99942high
Market-income Gini and Population 65+Could easily be chance once only countries with similar income are compared. Population 65+ by country-0.24+0.001.00045high
Market-income Gini and Primary enrollmentCould easily be chance once only countries with similar income are compared. Primary enrollment by country+0.11+0.001.00045independent
Market-income Gini and GDP per capita (PPP)One side of this pair is national income itself, the thing the other figures adjust for. Adjusting income for income leaves nothing, so there is no adjusted figure. The unadjusted link shows how closely the other measure follows income. GDP per capita (PPP) by country-0.35——45proxy
Market-income Gini and GNI per capita (PPP)One side of this pair is national income itself, the thing the other figures adjust for. Adjusting income for income leaves nothing, so there is no adjusted figure. The unadjusted link shows how closely the other measure follows income. GNI per capita (PPP) by country-0.42——45proxy
Market-income Gini and GDP per capita (market)One side of this pair is national income itself, the thing the other figures adjust for. Adjusting income for income leaves nothing, so there is no adjusted figure. The unadjusted link shows how closely the other measure follows income. GDP per capita (market) by country-0.31——45proxy

Source

OECD · via Our World in Data

CC BY 4.0 (OECD terms and conditions) · licence terms · updated annual, except the snapshots noted per indicator

OECD databases as named on each indicator: PISA, Social Expenditure Database (SOCX), Income Distribution Database, Development Assistance Committee statistics, Family Database, Government at a Glance, Corporate Tax Statistics, employment and environment statistics