Understanding the IQ percentile calculator — concept and principle
This calculator converts an IQ score into a percentile, the share of people expected to score lower, using the normal model on which modern IQ scales are built. It also gives the z-score, the share scoring higher, how rare a score this far out is, and the score range of the middle 95 %. Use it to understand a reported score, not to diagnose anything.
How it is calculated
z = (IQ − 100) ÷ SD
Percentile = Φ(z), the standard normal cumulative probability
Share scoring higher = 1 − Φ(z)
Rarity (1 in N) = 1 ÷ (share this far out or further)
Middle 95 % = 100 ± 1.96 × SD
- Wechsler tests (WAIS, WISC) use mean 100 and SD 15; some other tests use a different SD, which you can enter.
The principle
Modern IQ scores are standard scores: the test is normed so that the reference group averages 100 with a standard deviation of 15. Assuming scores are normally distributed, a score's distance from 100 in SD units fixes its percentile: 115 (z = 1) is about the 84th percentile, 130 (z = 2) about the 97.7th, and 145 (z = 3) about the 99.87th. Norm tables come from finite samples, so the extreme tails are the least precise.
Worked example
Default inputs: IQ 130, SD 15.
- z = (130 − 100) ÷ 15 = 2.
- Percentile = Φ(2) = 97.725 %; share scoring higher = 2.275 %.
- Rarity: 1 ÷ 0.02275 = 43.96, about 1 in 44.
- Out of 1,000 people, about 22.8 would score higher.
- Score range of the middle 95 % = 100 ± 1.96 × 15 = 70.6 – 129.4.
| IQ score | Percentile (share scoring lower) |
|---|---|
| 32.5 | 0.000339767% |
| 65 | 0.981533% |
| 97.5 | 43.3816% |
| 130 | 97.725% |
| 162 | 99.9985% |
| 195 | 100% |
| 260 | 100% |
How to read the result
A percentile describes rank within the norm group, not an amount of ability. Any single score has measurement error, usually reported as a confidence band of several points, so 128 and 132 are not meaningfully different. Scores from tests with different SDs must be converted before comparing.
Common mistakes
- Comparing scores from tests with SD 15 and SD 16 or 24 directly.
- Reading a percentile as the percentage of questions answered correctly.
- Treating a single score as exact.
- Assuming the normal model is precise in the far tails.
Frequently asked questions
What percentile is an IQ of 130?
About the 97.7th percentile on a scale with SD 15.
What is an average IQ?
100 by definition; about 68 % of people score between 85 and 115.
How rare is an IQ of 145?
About 1 in 740 score that high or higher on an SD-15 scale.
Sources: Illinois State University, "WISC-IV (2003)" summary (mean 100, SD 15) · OpenStax, Introductory Business Statistics 2e, §6.1 The Standard Normal Distribution