Average IQ by Study Area (Major / Field of Study)

Average IQ by study area (major / field of study) based on our large online dataset. Scores start as percentile ranks and are shown on a familiar 100 +/- 15 scale so the numbers are easy to read.

Total tests
255,196
Validated N
78,245
Last updated
2026-01-17
View
Current view N: 78,245

Quick answer (top and bottom study areas)

Top 3 and bottom 3 study areas by mean IQ in the current view (Validated). Each line includes the 95% confidence interval and N.

Top 3 averages
  • Physics: 104.9 IQ (N=1,148, 95% CI 104.1 to 105.7)
  • Computer Science: 104.8 IQ (N=4,029, 95% CI 104.3 to 105.3)
  • Chemistry: 102.8 IQ (N=1,204, 95% CI 101.9 to 103.7)
Bottom 3 averages
  • Social Work: 96 IQ (N=1,580, 95% CI 95.3 to 96.7)
  • Psychology: 97.3 IQ (N=1,738, 95% CI 96.6 to 98)
  • Geography: 97.5 IQ (N=624, 95% CI 96.4 to 98.6)
Key takeaways (validated)
  • In this dataset, Physics averages 104.9 IQ (validated N=1,148).
  • Lowest average in the validated subset: Social Work at 96 IQ (N=1,580).
  • Most study areas cluster tightly around 96 to 104.9 IQ.
  • The full spread between the highest and lowest means is about 8.9 IQ points.
  • Largest validated sample: No diploma (N=27,596).
  • Validation rates range from 15% to 45%.
Dataset-specific observations
  • Physics and Computer Science rank near the top with validated N=1,148 and N=4,029, so those positions are relatively stable.
  • Space Sciences is still tiny (validated N=146), so it can swing more between updates.

Data notes and limits

  • Study area is self-reported and may not match formal classification.
  • This page shows associations in the dataset, not causation.
  • Scores start as percentile ranks and are shown on a familiar 100 +/- 15 scale.
  • The 95% CI is the wiggle room around the mean - big samples are tighter, small samples are wider.
  • Age and country mixes differ by field, so treat this as descriptive (not causal).
What this does NOT mean
  • This does not mean a subject causes higher IQ.
  • It reflects who takes the test, who selects the study area, and how they perform on this format.

Mean IQ by study area

Sort by

Sorted by mean or N. Check the CI and N before comparing small gaps.

Compare two study areas

Compare mean, CI, N, distribution, time, and validation rate in the current view.

Study area A
Select a study area to compare.
Study area B
Select a study area to compare.

Sample size by study area (N)

Bars are stacked (validated + unvalidated). Smaller groups are noisier, so always check N and the 95% CI before ranking.

Validation rate by study area

Shows validated vs all results and the validation rate.

IQ distribution by study area (p10-p90)

This view shows the middle 80% of scores (10th to 90th percentile) and the middle half (25th to 75th). Select up to five study areas to compare.

Select up to 5
No diploma
Engineering and Technology
Economics
Computer Science
Medicine and Health
Business
Languages and Literature
Law
Visual Arts
Mathematics
85100115
IQ score

Average time taken by study area

Average time taken for the top study areas by N. Longer times can reflect pacing or test-taking strategy.

How to interpret study area differences

  • Selection effects: some fields attract people who like abstract problem solving.
  • Prerequisites: math-heavy fields filter earlier via coursework.
  • Test format fit: this is a Raven-style, fluid reasoning task.
  • Language and device: online tests can shift results by comfort with digital tasks.
  • Demographics: age, education level, and country mix differ by study area.
  • Differences are usually small and groups overlap a lot - do not over-interpret rank order.

Research context

Research on cognitive performance across majors is mixed and heavily influenced by selection, prior preparation, and test format. Treat these results as descriptive statistics for a large online dataset, not evidence that a field causes higher IQ.

Data table & download

Download / Cite / Embed
Download CSV of study area aggregates
Includes the current view (Validated).
Citation
Universaliqtest. Average IQ by Study Area (accessed 2026-01-17). https://www.universaliqtest.com/en/statistics/average-iq-by-study-area
Embed
<iframe src="https://www.universaliqtest.com/en/statistics/average-iq-by-study-area" width="100%" height="720" loading="lazy"></iframe>
Average IQ by Study Area
Study areaValidated / All NMean IQ95% CIMedian (p50)p10p25p75p90Avg timeValidation rateLast updated
No diploma27,596 / 102,04199.699.4 to 99.899.480.389.3109.5118.635:2227.0%2026-01-17
Performing Arts1,815 / 6,06897.997.2 to 98.696.97886.7107.5116.237:1129.9%2026-01-17
Visual Arts2,716 / 6,73099.999.3 to 100.599.681.389.8110117.738:0440.4%2026-01-17
History1,156 / 5,0289897.2 to 98.896.877.587.5107.2116.335:2323.0%2026-01-17
Languages and Literature3,243 / 9,88298.297.7 to 98.797.679.788.3106.811537:0532.8%2026-01-17
Law2,979 / 9,747100.399.8 to 100.8100.381.790.8110.311839:3830.6%2026-01-17
Philosophy938 / 5,318100.199.1 to 101.199.88189.5111120.341:1617.6%2026-01-15
Theology486 / 3,06299.698.2 to 10199.877.588.2109.2119.840:5415.9%2026-01-17
Anthropology220 / 1,464101.499.2 to 103.6102.782.390.8113.2121.637:4015.0%2026-01-09
Economics6,063 / 16,21999.198.7 to 99.598.881.189.2108.1116.343:1837.4%2026-01-17
Geography624 / 2,23297.596.4 to 98.696.377.386.7105.911645:3328.0%2026-01-17
Political Science637 / 1,98199.598.4 to 100.699.981.889.3108.7118.541:1332.2%2026-01-16
Psychology1,738 / 5,43197.396.6 to 9896.177.986.6105.8115.536:0132.0%2026-01-17
Sociology934 / 3,65310099.1 to 100.9100.381.490.4109.2117.639:3525.6%2026-01-15
Social Work1,580 / 7,0789695.3 to 96.794.577.485.7103.7112.334:2822.3%2026-01-16
Biology1,606 / 6,260100.499.7 to 101.1100.780.890.4111.1119.240:5825.7%2026-01-17
Chemistry1,204 / 5,502102.8101.9 to 103.710483.693.5114.912348:3821.9%2026-01-16
Earth Science495 / 1,36299.798.4 to 10199.781.389.7109.4117.836:2636.3%2026-01-14
Space Sciences146 / 778100.797.8 to 103.6101.778.488.4112.1119.834:0218.8%2025-12-30
Physics1,148 / 3,267104.9104.1 to 105.7107.18697.4116.7125.844:0235.1%2026-01-17
Computer Science4,029 / 9,907104.8104.3 to 105.3106.686.797116.8125.147:3440.7%2026-01-17
Mathematics2,198 / 7,318102.7102 to 103.4103.982.993.1115.1124.340:1130.0%2026-01-17
Business3,454 / 9,10198.397.8 to 98.897.879.188107.3116.344:5438.0%2026-01-17
Engineering and Technology7,473 / 16,625102.2101.9 to 102.5103.183.593113.2122.246:2845.0%2026-01-17
Medicine and Health3,767 / 9,14299.198.6 to 99.698.879.688.8108.811840:1141.2%2026-01-17

FAQ

Which study area has the highest average IQ in your dataset?

Use the Quick answer box or the sorted mean chart; it updates with the validated or all-results view.

What is the average IQ for Computer Science / Engineering / Physics?

Use the compare tool or the data table to look up specific study areas.

Does your test measure the same thing as a clinical IQ test?

No. This is an online test dataset summarized for statistics, not a clinical assessment.

Does choosing a major increase IQ?

No. This page reports associations in the dataset and does not imply causation.

Why are the differences small?

Study areas overlap heavily, so average differences tend to be modest.

Is this representative of all students?

No. The dataset is large but self-selected and should be read as online test statistics.

How do you validate results?

Validated results pass quality checks; all results include unvalidated submissions.

Last updated

Data last updated: 2026-01-17 (latest test submission).
Page refreshed: 2026-01-17 20:49 UTC (site build time).

Related statistics