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Data & Rankings

Chart-led pieces on how scores are distributed across countries, states, ages, jobs and education levels — always with the caveats attached.

8 storiesSources listed on every story
8 stories published
Average IQ by Occupation: What 80-Year-Old Army Data Actually Shows
Data & Rankings

Average IQ by Occupation: What 80-Year-Old Army Data Actually Shows

Nearly every "IQ by profession" chart online traces to one 1945 study of wartime enlisted men, scored on a scale that is not even the one modern IQ tests use. Here is the real table — and what still holds up.

5 min read
Twin Studies and IQ: What the Correlation Data Actually Shows
Data & Rankings

Twin Studies and IQ: What the Correlation Data Actually Shows

Identical twins raised in separate homes end up more alike on IQ than fraternal twins raised in the same one. That single, replicated pattern is the whole logic behind how heritability gets estimated — and behind why the number is so often misread.

6 min read
Data & Rankings

The Same Model, Two Labs, Different Scores: Why AI Benchmarks Disagree

OpenAI and Anthropic published figures for the same rival models within four days of each other. They do not match, and the reasons are the ones psychometrics named a century ago.

5 min read
Data & Rankings

The Relative Age Effect: Youngest in Class Scores Lower

Two children born eleven months apart can land in the same school year, and the younger one reliably tests lower on cognitive and achievement measures for reasons that have nothing to do with ability and mostly fade by adulthood.

5 min read
Data & Rankings

Average IQ by Education Level: The Arrow Points Both Ways

Tables ranking average IQ by degree level circulate constantly and are read as though schooling simply sorts people. Pooled longitudinal evidence puts the correlation at about 0.56, and a meta-analysis of more than 600,000 people found that education also raises scores.

5 min read
Data & Rankings

Does IQ Predict Income? The Link Explains About 5 Per Cent

The meta-analytic correlation between measured intelligence and earnings is around 0.23, which leaves roughly ninety-five per cent of the differences in pay to everything else. A 2026 analysis of two large US cohorts adds a second finding: your specific strengths carry a third to a half of the weight that general ability does.

6 min read
Data & Rankings

How Rare Is an IQ of 130? The Curve Says 1 in 44, Not 1 in 50

On a mean-100, standard-deviation-15 scale, 130 sits at the 97.72nd percentile, which leaves about one person in 44 above it. Here is the rarity at every threshold — and why the figures stop describing real people long before they stop being calculable.

10 min read
Data & Rankings

Country IQ Rankings Are Weaker Than the Charts Suggest

The tables that circulate as national IQ figures come from one compilation built out of whatever studies existed, in whatever years, on whatever samples. Several of the numbers were estimated rather than measured.

4 min read
How we report

Written to be checked, not just clicked

Every number carries its scale

An IQ figure is meaningless without the scale it was measured on and the range around it. Every story here reports all three, or says plainly that the source did not.

Sources are listed, not implied

Each story ends with the studies, datasets and documents it draws on, named and attributed, so you can go and read them yourself.

We correct in public

Spotted an error? Write to corrections@iqmetrics.org. Corrections are made on the story and noted at the bottom of it — never quietly.

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