placestats

Participatory democracy vs. Religion very important

Fades after adjusting for income

A country is not a person. Countries where more people are counted as belonging to this group also tend to differ on the other measure, and that is all. It does not follow that the people in the group are the people with the different score. Making that leap is called the ecological fallacy: reading a pattern across places as a fact about individual people. It is the most common misuse of this kind of data. Religion also varies strongly with region, history and national income, so much of what looks religious here is really those. That is what the adjusted figures are for. The religion shares are estimates for two years only, and the survey questions are asked in rounds that can be ten years apart.

Across 103 countries, Participatory democracy and Religion very important rise and fall together at r = -0.55 (on a scale from −1 to +1, where 0 means no link). Comparing only countries with similar income (GDP per person) shrinks it to -0.30, which could easily be chance (q = 0.35, allowing for the many pairs tested, and allowing for countries in the same region being alike). So the first figure mostly shows richer countries differing from poorer ones, not a link between these two things.

Comparing countries across the middle half of religion very important, 15.7% to 70% of respondents, participatory democracy is worse by 0.196 points at the top of that range than the bottom. Comparing only countries with similar national income, the gap is 0.111 points.

Link before adjusting (r)-0.548p = 2.1e-9 · 103 countries
After adjusting for national income-0.299p = 0.002 · likely range [-0.47, -0.11]
p, allowing for regions0.249standard error 0.235 · 7 regions
Check for luck (q)0.349across 12,497 pairs

How to read these.r runs from −1 (one goes up as the other goes down) to +1 (they rise together), and 0 means no link. Adjusting for national income means comparing countries with the same GDP per person, so differences in wealth can’t explain the link. Income is used in percentage terms, since an extra $1,000 means more to a poor country than to a rich one. p is how likely a link this strong would be if there were really none. Below 0.05 means it is unlikely to be chance. Very small values are written in short form: 1.1e-32 means a decimal point followed by 31 zeros and then 11, so very close to zero. The likely range is where the true figure probably lies, and a range that crosses zero means the link could easily be chance. Countries in the same region tend to resemble each other, so the third figure allows for that, which gives a fairer p. The standard error is the typical size of the error in r. Finally, testing this many pairs means some will look strong by luck alone. A q below 0.05 means this link is unlikely to be one of those.

Participatory democracy · index (0-1)link with income +0.47 · moderate
Religion very important · % of respondentslink with income -0.66 · high

“Link with income” is how closely each measure tracks GDP per person across countries, from −1 to +1.

Every country as a dot

Participatory democracy · index (0-1) →Religion very important · % of respondents →0.0340.7853.25%98.9%Albania: 0.29 index (0-1), 24.4% of respondentsArgentina: 0.429 index (0-1), 24.3% of respondentsArmenia: 0.319 index (0-1), 52.7% of respondentsAustralia: 0.648 index (0-1), 13.8% of respondentsAustria: 0.582 index (0-1), 13.9% of respondentsAzerbaijan: 0.043 index (0-1), 15.9% of respondentsBelgium: 0.633 index (0-1), 13.2% of respondentsBurkina Faso: 0.104 index (0-1), 82.9% of respondentsBangladesh: 0.099 index (0-1), 94.2% of respondentsBulgaria: 0.397 index (0-1), 21.9% of respondentsBosnia and Herzegovina: 0.298 index (0-1), 39.8% of respondentsBelarus: 0.054 index (0-1), 19.7% of respondentsBolivia: 0.414 index (0-1), 58.4% of respondentsBrazil: 0.528 index (0-1), 45.1% of respondentsCanada: 0.589 index (0-1), 15.5% of respondentsSwitzerland: 0.785 index (0-1), 11.3% of respondentsChile: 0.574 index (0-1), 20.7% of respondentsChina: 0.036 index (0-1), 3.25% of respondentsColombia: 0.467 index (0-1), 58.4% of respondentsCyprus: 0.49 index (0-1), 50.5% of respondentsCzechia: 0.562 index (0-1), 7.67% of respondentsGermany: 0.593 index (0-1), 13.5% of respondentsDenmark: 0.7 index (0-1), 5.73% of respondentsAlgeria: 0.095 index (0-1), 90.7% of respondentsEcuador: 0.462 index (0-1), 53.6% of respondentsEgypt, Arab Rep.: 0.076 index (0-1), 97.3% of respondentsSpain: 0.572 index (0-1), 17.2% of respondentsEstonia: 0.621 index (0-1), 6.54% of respondentsEthiopia: 0.128 index (0-1), 92.8% of respondentsFinland: 0.597 index (0-1), 11% of respondentsFrance: 0.597 index (0-1), 14.3% of respondentsUnited Kingdom: 0.533 index (0-1), 15.6% of respondentsGeorgia: 0.236 index (0-1), 69.6% of respondentsGhana: 0.361 index (0-1), 91.1% of respondentsGreece: 0.493 index (0-1), 54.8% of respondentsGuatemala: 0.421 index (0-1), 51.5% of respondentsHong Kong SAR, China: 0.049 index (0-1), 10.7% of respondentsCroatia: 0.459 index (0-1), 20.6% of respondentsHaiti: 0.119 index (0-1), 28% of respondentsHungary: 0.268 index (0-1), 16.1% of respondentsIndonesia: 0.298 index (0-1), 98.1% of respondentsIndia: 0.246 index (0-1), 64.2% of respondentsIreland: 0.619 index (0-1), 27.7% of respondentsIran, Islamic Rep.: 0.042 index (0-1), 70.5% of respondentsIraq: 0.224 index (0-1), 87.6% of respondentsIceland: 0.565 index (0-1), 13.2% of respondentsItaly: 0.569 index (0-1), 24.9% of respondentsJordan: 0.132 index (0-1), 95.4% of respondentsJapan: 0.526 index (0-1), 4.58% of respondentsKazakhstan: 0.107 index (0-1), 28.7% of respondentsKenya: 0.335 index (0-1), 86.7% of respondentsKyrgyz Republic: 0.163 index (0-1), 56% of respondentsKorea, Rep.: 0.551 index (0-1), 10.3% of respondentsKuwait: 0.053 index (0-1), 86.5% of respondentsLebanon: 0.222 index (0-1), 64.1% of respondentsLibya: 0.087 index (0-1), 97.9% of respondentsLithuania: 0.56 index (0-1), 12.2% of respondentsLuxembourg: 0.556 index (0-1), 16.8% of respondentsLatvia: 0.595 index (0-1), 8.84% of respondentsMorocco: 0.151 index (0-1), 89% of respondentsMoldova: 0.389 index (0-1), 32.9% of respondentsMaldives: 0.316 index (0-1), 95.7% of respondentsMexico: 0.337 index (0-1), 50.5% of respondentsNorth Macedonia: 0.354 index (0-1), 53.7% of respondentsMali: 0.164 index (0-1), 88.2% of respondentsMalta: 0.529 index (0-1), 58.7% of respondentsMyanmar: 0.041 index (0-1), 81% of respondentsMontenegro: 0.403 index (0-1), 63.1% of respondentsMongolia: 0.281 index (0-1), 8.76% of respondentsMalaysia: 0.303 index (0-1), 72.4% of respondentsNigeria: 0.323 index (0-1), 93.4% of respondentsNicaragua: 0.098 index (0-1), 60% of respondentsNetherlands: 0.553 index (0-1), 11.9% of respondentsNorway: 0.638 index (0-1), 11.2% of respondentsNew Zealand: 0.581 index (0-1), 14.5% of respondentsPakistan: 0.192 index (0-1), 89.6% of respondentsPeru: 0.448 index (0-1), 44.6% of respondentsPhilippines: 0.261 index (0-1), 88.9% of respondentsPoland: 0.519 index (0-1), 37.3% of respondentsPortugal: 0.529 index (0-1), 20.1% of respondentsQatar: 0.034 index (0-1), 98.9% of respondentsRomania: 0.416 index (0-1), 48.2% of respondentsRussian Federation: 0.124 index (0-1), 17.4% of respondentsRwanda: 0.13 index (0-1), 40.3% of respondentsSingapore: 0.121 index (0-1), 34% of respondentsSerbia: 0.217 index (0-1), 25.3% of respondentsSlovak Republic: 0.508 index (0-1), 22.2% of respondentsSlovenia: 0.506 index (0-1), 11.5% of respondentsSweden: 0.635 index (0-1), 9.48% of respondentsThailand: 0.186 index (0-1), 41.8% of respondentsTajikistan: 0.059 index (0-1), 63.1% of respondentsTrinidad and Tobago: 0.505 index (0-1), 78.5% of respondentsTunisia: 0.242 index (0-1), 90.6% of respondentsTurkiye: 0.165 index (0-1), 60% of respondentsUkraine: 0.252 index (0-1), 19.5% of respondentsUruguay: 0.716 index (0-1), 19.5% of respondentsUnited States: 0.51 index (0-1), 37.1% of respondentsUzbekistan: 0.082 index (0-1), 45.1% of respondentsViet Nam: 0.164 index (0-1), 12.3% of respondentsKosovo: 0.346 index (0-1), 47.1% of respondentsSouth Africa: 0.47 index (0-1), 55.8% of respondentsZambia: 0.348 index (0-1), 75.7% of respondentsZimbabwe: 0.202 index (0-1), 87.7% of respondentsAZECHECHNDNKEGYGHAHKGLBYMDVQATTTOURY

best-fit line line after adjusting

Four ways to measure the link

MethodrpCountries
Standard (Pearson), not adjusted-0.5482.1e-9103
By rank (Spearman), not adjusted-0.5654.9e-10103
Standard (Pearson), adjusted for national income-0.2990.002103
By rank (Spearman), adjusted for national income-0.2840.004103

The rank version uses only each country’s place in line, from lowest to highest, so a few extreme countries count for less. The adjusted and unadjusted versions use the same 103 countries: those that report both measures and GDP per person. So the gap between them comes from the adjustment, not from a change in which countries are counted. Drop in the size of r after adjusting: +0.249 (a minus sign means it grew).

How solid is it?

Leaving out one country at a time, r ranges from -0.343 (without CHN) to -0.213 (without QAT). The bar above shows that range on a scale from −1 to +1, with the solid line at the full result. The single country that moves r most: QAT (+0.086).

Within each region

Countries are not separate, unrelated cases, and neighbors share a lot. A link that holds inside each region is far more believable than one that shows up only when comparing regions.

nr
East Asia & Pacific14-0.06
Europe & Central Asia48-0.14
Latin America & Caribbean13-0.33
Middle East, North Africa, Afghanistan & Pakistan13-0.63

By income third

If the link shows up only in the richest third of countries, it is a feature of rich countries, not a general pattern.

nr
Poorest third35-0.10
Middle third34-0.02
Richest third34-0.65

By largest religious group

Countries grouped by a label they share, such as main religion, rather than by a number. Groups of fewer than twelve countries are not shown. These groups differ in income, region and history all at once. So a gap between them is a place to start asking questions, not an answer.

nr
Christians61-0.01
Muslims28-0.05

By last european coloniser

Countries grouped by a label they share, such as main religion, rather than by a number. Groups of fewer than twelve countries are not shown. These groups differ in income, region and history all at once. So a gap between them is a place to start asking questions, not an answer.

nr
Never a European colony15-0.07
Spain12-0.26
United Kingdom25-0.72

Without outliers (countries far outside the middle half of countries on either measure, by more than one and a half times the width of that middle half): r = -0.299 after dropping 0 countries.

Two series, one country

Both measures over the years for one country you pick. The two charts are stacked so they share only the years along the bottom.

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Over time, within countries

Everything above compares countries with each other at one moment. This section compares each country only with itself over 0years. So a link here can’t come from anything about a country that stays the same, such as its history, geography, institutions or culture.

Not enough history inside each country to look at this over time. That needs countries measured for several years in a row, and at least one of these measures is measured too rarely.

The data


index (0-1)

% of respondents
Years
Switzerland CHE0.78511.3%2025, 2022
Uruguay URY0.71619.5%2025, 2022
Denmark DNK0.75.73%2025, 2022
Australia AUS0.64813.8%2025, 2022
Norway NOR0.63811.2%2025, 2022
Sweden SWE0.6359.48%2025, 2022
Belgium BEL0.63313.2%2025, 2010
Estonia EST0.6216.54%2025, 2022
Ireland IRL0.61927.7%2025, 2010
France FRA0.59714.3%2025, 2022
Finland FIN0.59711%2025, 2022
Latvia LVA0.5958.84%2025, 2022
Germany DEU0.59313.5%2025, 2022
Canada CAN0.58915.5%2025, 2022
Austria AUT0.58213.9%2025, 2022

Coppedge, M. et al., V-Dem Dataset, Varieties of Democracy (V-Dem) Project
Haerpfer, C. et al., World Values Survey; EVS, European Values Study

Sources

Participatory democracy

Participatory democracy index

V-Dem Institute, University of Gothenburg · via Our World in Data · CC BY 4.0 · updated annual

Electoral democracy plus direct participation: people's involvement in civic groups, referendums, and elected local and regional government.

Religion very important

Share saying religion is very important in their life

World Values Survey Association and European Values Study · via Our World in Data · Free for non-commercial use with attribution · updated irregular (survey waves, roughly every 5 years)

The strongest of four answers. The others are "rather", "not very" and "not at all" important. Thinking religion is important is different from attending services, and the gap between them is the interesting part. The United States reports high importance while attendance falls. Several Catholic countries show the reverse. No "better" direction is set, for the same reason as attendance. The survey runs in waves, not every year.

How this was computed

Data used: most recent value in 2010-2025; values come from 2010–2025. To adjust for income, each measure is first predicted from GDP per person (in percentage terms, on a log scale) with a straight-line fit. Only what is left over is then compared. This is called a partial correlation. The line is drawn the standard way (ordinary least squares), which picks the line that comes closest to all the countries at once. The error margins allow for countries in the same region resembling each other, using 7 World Bank regions. The q-value corrects for testing all 12,497 pairs at once, using the Benjamini–Hochberg method. Underlying data last updated DYB 2024. How the country data works · explore Participatory democracy and Religion very important

This page shows that two measures go together. It does not show that Participatory democracy changes Religion very important, or the reverse. These figures also describe countries, not individual people. See the ecological fallacy.

More links with Participatory democracy or Religion very important