Abortion rate (legal, reported) vs. CO2 per capita
Holds up after adjusting for income
Across 45 countries, Abortion rate (legal, reported) and CO2 per capita rise and fall together at r = +0.40 (on a scale from −1 to +1, where 0 means no link). It holds up almost unchanged when only countries with similar income (GDP per person) are compared (r = +0.41, q = 0.020, allowing for the many pairs tested). Caution: correlation moves sharply once outliers are trimmed.
Comparing countries across the middle half of abortion rate (legal, reported), 5.79 to 13.3 per 1,000 women aged 15-49, co2 per capita is worse by 0.853 t CO2e per capita at the top of that range than the bottom. Comparing only countries with similar national income, the gap is 0.796 t CO2e per capita.
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.
“Link with income” is how closely each measure tracks GDP per person across countries, from −1 to +1.
Every country as a dot
best-fit line line after adjusting
Four ways to measure the link
| Method | r | p | Countries |
|---|---|---|---|
| Standard (Pearson), not adjusted | +0.404 | 0.006 | 45 |
| By rank (Spearman), not adjusted | +0.206 | 0.174 | 45 |
| Standard (Pearson), adjusted for national income | +0.410 | 0.006 | 45 |
| By rank (Spearman), adjusted for national income | +0.256 | 0.093 | 45 |
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 45 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: -0.006 (a minus sign means it grew).
How solid is it?
Leaving out one country at a time, r ranges from +0.335 (without RUS) to +0.439 (without SGP). 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: RUS (-0.075).
- correlation moves sharply once outliers are trimmed
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.
| n | r | ||
|---|---|---|---|
| Europe & Central Asia | 38 | +0.45 |
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.
| n | r | ||
|---|---|---|---|
| Poorest third | 15 | +0.18 | |
| Middle third | 15 | +0.75 | |
| Richest third | 15 | +0.53 |
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.
| n | r | ||
|---|---|---|---|
| Christians | 30 | +0.55 |
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 = +0.148 after dropping 4 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 17years. So a link here can’t come from anything about a country that stays the same, such as its history, geography, institutions or culture.
Within countries over time, there is no link that is clearly more than chance (r = +0.083, comparing each country only with itself over the years, and each year only with the same year elsewhere). Whatever the cross-country picture shows, countries whose abortion rate (legal, reported) moved did not tend to see their co2 per capita move with it.
- Almost all of this indicator's variation is between countries, not within them, so the within-country estimate rests on a small part of the data.
657 country-years (one country in one year), 46 countries, 2008–2024, about 14 years each on average. Share of the variation that happens within countries over time: 8% for Abortion rate (legal, reported), 7% for CO2 per capita. The margins of error allow for each country appearing many times, and for each year’s value being close to the year before.
Year-to-year changes are a cautious test, not a final answer. Looking only at changes from one year to the next removes each country’s own trends. But it also makes measurement mistakes louder, which pulls the results toward zero. A near-zero result here is weak evidence of no link, not proof.
With one measure years behind the other
Same year (lag 0): +0.083. A peak away from zero does not show which comes first. These series change slowly — this year’s value is close to last year’s. That makes the curve smooth and nearly symmetric, whatever produced the data. Even a sharp peak at one lag (a gap of some years) would not prove that one measure changes the other.
The largest value on this curve (+0.26 at lag +4) is higher than the same-year one by 0.17. That gap is not a finding. It is the largest of 21 closely related estimates, and picking the biggest of many tests always makes it look bigger. That is exactly why nothing on this site is ranked or chosen by lag.
The data
per 1,000 women aged 15-49 | t CO2e per capita | Years | |
|---|---|---|---|
| Greenland GRL | 65.4 | 10.5 | 2021, 2024 |
| Azerbaijan AZE | 29.1 | 3.81 | 2024 |
| Russian Federation RUS | 28.2 | 14 | 2013, 2024 |
| Sweden SWE | 15.7 | 3.57 | 2024 |
| France FRA | 15 | 4 | 2019, 2024 |
| Mongolia MNG | 14.8 | 7.85 | 2024 |
| Seychelles SYC | 14.7 | 7.24 | 2024 |
| Bulgaria BGR | 14.2 | 5.31 | 2021, 2024 |
| Kazakhstan KAZ | 13.8 | 12.6 | 2021, 2024 |
| New Zealand NZL | 13.7 | 6.01 | 2023, 2024 |
| Georgia GEO | 13.5 | 3.53 | 2024 |
| Norway NOR | 13.3 | 7.18 | 2011, 2024 |
| United Kingdom GBR | 13.2 | 4.22 | 2016, 2024 |
| Uruguay URY | 12.9 | 2.57 | 2022, 2024 |
| Iceland ISL | 12.8 | 8.52 | 2018, 2024 |
United Nations Statistics Division, Demographic Yearbook, 2017 to 2024 editions: tables of marriages and crude marriage rates, of divorces and crude divorce rates, by urban/rural residence, and of legally induced abortions. Women aged 15 to 49 from the World Bank, World Development Indicators (CC BY 4.0).
World Bank, World Development Indicators
Sources
Abortion rate (legal, reported)
Legal abortions per 1,000 women aged 15-49
United Nations Statistics Division · UNdata terms of use · updated annual (each edition covers the latest five years)
Legal abortions reported to the UN Demographic Yearbook, per 1,000 women aged 15 to 49 (women of childbearing age, counted by the World Bank). Only countries where abortion is legal on broad grounds and the national count covers the whole country are included. That is mostly Europe, the former Soviet Union and a few others, such as Japan, Cuba and New Zealand. Countries whose counts cover only hospitals, only medical reasons or only complications are left out, and so is any year a footnote says is missing part of the country (several years for Italy). Abortions outside the official system, such as pills bought online, are not counted anywhere. So the figure is a floor, not a full count. Where abortion is banned, there is no figure at all, which is not the same as no abortions. No "better" direction is set.
CO2 per capita
Carbon dioxide (CO2) emissions excluding LULUCF per capita (t CO2e/capita)
Climate Watch / World Resources Institute · CC BY 4.0 · updated quarterly
Replaces the retired EN.ATM.CO2E.PC series. The two cannot be directly compared, and they are deliberately not joined together.
How this was computed
Data used: most recent value in 2010-2025; values come from 2011–2024. 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 4 World Bank regions. The q-value corrects for testing all 14,952 pairs at once, using the Benjamini–Hochberg method. Underlying data last updated DYB 2024. How the country data works · explore Abortion rate (legal, reported) and CO2 per capita
This page shows that two measures go together. It does not show that Abortion rate (legal, reported) changes CO2 per capita, or the reverse. These figures also describe countries, not individual people. See the ecological fallacy.
More links with Abortion rate (legal, reported) or CO2 per capita
- Abortion rate (legal, reported) vs Unintended pregnancy rate before +0.70 → after adjusting +0.71
- Abortion rate (legal, reported) vs Basic sanitation before -0.66 → after adjusting -0.68
- Abortion rate (legal, reported) vs Life expectancy before -0.38 → after adjusting -0.64
- Abortion rate (legal, reported) vs Age at childbearing before -0.31 → after adjusting -0.56
- Abortion rate (legal, reported) vs Adolescent fertility before +0.36 → after adjusting +0.52
- Abortion rate (legal, reported) vs Population 65+ before -0.31 → after adjusting -0.44
- CO2 per capita vs Governance score before +0.02 → after adjusting -0.40
- Abortion rate (legal, reported) vs Religious attendance before -0.35 → after adjusting -0.40