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What a Cognitive Ability Test at Work Actually Predicts

Aptitude tests are among the better-studied hiring tools, and for decades the headline validity figures were quoted with more confidence than the corrections behind them deserved. A 2022 reanalysis pulled those numbers down.

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What you need to know

  • General cognitive ability tests do predict job and training performance across a wide range of roles. That much has held up across decades of research.
  • How strongly is now openly contested. A 2022 reanalysis in the Journal of Applied Psychology argued the statistical corrections applied for decades inflated the published figures, and that the honest estimates are materially lower.
  • Even on the older, higher figures, a test score explained a minority of the difference in performance between people. It was never a ranking of who is better at a job.
  • In the United States a selection test that screens out protected groups at a substantially different rate has to be defensible as job-related, under the Uniform Guidelines and the case law behind them.

If you have applied for a graduate scheme, a call-centre role, a trainee programme or almost anything in logistics or finance, you have probably sat a timed reasoning test with a vendor logo on it. They are ordinary infrastructure now. What they actually tell an employer is less settled than the marketing around them suggests — and less settled than it was five years ago.

What these tests are

Most of them measure what researchers call general mental ability, usually through some mix of verbal reasoning, numerical reasoning and abstract or inductive reasoning under time pressure. They are close relatives of the reasoning sections of an IQ test, and often share item formats with them. They are not the same product: an employment test is validated against job outcomes and is usually normed on an applicant population rather than the general public, which is why a percentile from one does not transfer to the other.

A percentile, here, means the share of the reference group scoring below you. Which group is the reference is the whole question. Scoring at the 70th percentile against a general-population sample and against a sample of people who already applied for a competitive graduate role are very different results with the same label.

The number everybody quoted, and what happened to it

For roughly twenty-five years, discussions of hiring tests leaned on a single widely cited meta-analysis reporting that general mental ability was among the strongest available predictors of job performance, with a validity coefficient around the mid-point of the scale. That figure was corrected — adjusted upward using standard statistical procedures meant to compensate for measurement error and for the fact that studies only observe people who were actually hired.

In 2022 a reanalysis published in the Journal of Applied Psychology argued those corrections had been applied too aggressively and in some cases to the wrong quantities, and that the corrected validities for most selection procedures — cognitive tests among them — should be substantially lower than the figures in circulation. The reanalysis did not claim the tests are useless. It claimed the published numbers overstated them, and that several other methods, notably structured interviews and work samples, sit closer to cognitive tests than the old table implied.

This is a live disagreement among specialists rather than a settled overturning, and it is worth stating that plainly. What is safe to say is that anybody quoting a single decisive validity figure today — in either direction — is ahead of the evidence.

Even on the most favourable published figures, a test score left most of the difference in job performance between two people unexplained.

What a score does not tell an employer

  • It does not predict any individual. Validity is a statement about the average relationship across many people, and the spread around that average is wide.
  • It does not measure conscientiousness, judgement, integrity, domain knowledge or how someone behaves under pressure — all of which employers care about and some of which are measured better by other methods.
  • It does not transfer across contexts without evidence. A test validated for one role in one organisation is not automatically defensible for another.
  • It does not stay meaningful if the norms are old. Reference samples expire, and a percentile computed against a stale sample quietly drifts.
  • It does not become more precise by being reported to the point. A score is an estimate with error around it, and small gaps between candidates are frequently noise.

The legal frame, in the United States

Employment testing in the US sits inside a specific regulatory structure. The Uniform Guidelines on Employee Selection Procedures, adopted in 1978 by the federal enforcement agencies, set out how a selection procedure that produces a substantially different pass rate across race, sex or ethnic groups must be justified — essentially, by evidence that it is job-related and consistent with business necessity. The doctrine behind them comes from Griggs v. Duke Power Co. (1971), in which the Supreme Court held that a practice neutral on its face can still be unlawful if it screens out protected groups and cannot be shown to relate to job performance.

None of this makes cognitive testing unlawful, and it is used lawfully at scale. It does mean that the burden of showing a test measures something the job needs sits with the employer, and that “it correlates with performance in general” is not the same as “it is defensible for this role”.

If you are taking one of these tests as a candidate: practice materials genuinely help, mostly by removing surprise about format and timing. That is a real gain and it is also a limited one — you are improving your score on that item type, not your general reasoning. Vendors who sell “raise your IQ” alongside practice packs are selling two different things under one promise.
Your own number

Where would your own score land?

An employment aptitude test and a general IQ assessment are close cousins with different reference groups, so a percentile from one does not carry over to the other. If you want your own number on the general-population scale rather than an applicant pool, that is a different measurement: a score on a named scale, its percentile, and the confidence range around it.

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The reasonable position, given where the evidence sits, is that these tests carry real information and less of it than the marketing claims — and that the honest use of one is as a single input alongside structured interviews and work samples, not as a ranking of candidates by a number.

Common questions

Is a job aptitude test the same as an IQ test?

They overlap heavily in item format and both load on general reasoning, but they are validated and normed differently. An employment test is validated against job outcomes and usually normed on applicants, so its percentiles describe your standing among other candidates rather than among the general population.

Can I improve my score by practising?

Yes, for that test. Familiarity with the format and the timing reliably improves performance on that item type, which is a real advantage in a hiring process. It is not the same as a change in general reasoning ability, and honest practice providers say so.

Are these tests legal?

In the United States, yes, within limits. Under the Uniform Guidelines and the case law from Griggs v. Duke Power, a selection procedure that produces a substantially different pass rate across protected groups has to be shown to be job-related and consistent with business necessity. Rules differ by country.

Sources for this story

  1. Revisiting meta-analytic estimates of validity in personnel selection (2022) — Journal of Applied Psychology
  2. Principles for the Validation and Use of Personnel Selection Procedures — Society for Industrial and Organizational Psychology
  3. Uniform Guidelines on Employee Selection Procedures (1978) — U.S. Equal Employment Opportunity Commission and partner agencies
  4. Griggs v. Duke Power Co. (1971) — Supreme Court of the United States
  5. Standards for Educational and Psychological Testing — American Educational Research Association, American Psychological Association and National Council on Measurement in Education

Corrections: spotted an error? Email corrections@iqmetrics.org and we will update this story and note the change here.

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