Updated July 2026

Job interview statistics

How well does a job interview actually predict who will perform? Below are verified, source-cited figures from the largest peer-reviewed meta-analyses of hiring research. The short version: a structured interview is the single most predictive selection method — but only when it is genuinely structured.

How well do job interviews predict performance?

Decades of peer-reviewed research measure how accurately each hiring method predicts on-the-job performance, expressed as an operational validity coefficient — roughly, its correlation with later performance, where higher is better. Across the largest re-analyses of that evidence, the structured interview comes out on top.

r = .42

the operational validity of a structured job interview — the single most predictive selection method in the most recent large-scale re-analysis of the evidence, ahead of cognitive-ability tests, integrity tests, biodata and personality measures.

Source: Sackett, Zhang, Berry & Lievens (2022), Journal of Applied Psychology, 2022 ↗
.18 – .66

the 80% credibility interval around that .42 figure. In plain terms a structured interview predicts performance 'around .42, plus or minus .24' — so how well the interview is designed and scored matters enormously, and an ad-hoc one can be far weaker.

Source: Sackett, Zhang, Berry & Lievens (2022), Journal of Applied Psychology, 2022 ↗
r = .51

the earlier and most-cited estimate of structured-interview validity, from the landmark meta-analysis summarising 85 years of selection research. Later, more conservative statistical corrections revised the number down, but interviews stayed at the top of the hierarchy.

Source: Schmidt & Hunter (1998), Psychological Bulletin, 1998 ↗

Interviews vs other ways to choose candidates

The value of an interview only makes sense next to the alternatives. In the 2022 re-analysis a well-structured interview out-predicts every other single method — including the cognitive-ability tests long treated as the gold standard — and combining it with a second strong method is stronger still.

#1 method

structured interviews rank as the highest-validity selection procedure in the 2022 re-analysis, above general-mental-ability tests, biodata, integrity tests and personality measures.

Source: Sackett, Zhang, Berry & Lievens (2022), Journal of Applied Psychology, 2022 ↗
.38 / .31 / .31 / .19

the revised operational validities for biodata (.38), general-mental-ability tests (.31), integrity tests (.31) and conscientiousness (.19) — the yardsticks a structured interview (.42) is measured against.

Source: Sackett, Zhang, Berry & Lievens (2022), Journal of Applied Psychology, 2022 ↗
r ≈ .63

the combined validity of a general-mental-ability test plus a structured interview. Pairing a structured interview with one other strong, distinct method is among the most predictive hiring approaches available — more accurate than either alone.

Source: Schmidt & Hunter (1998), Psychological Bulletin, 1998 ↗

What this means for your hiring

The research points to three practical moves. First, structure your interviews: ask every candidate the same job-relevant questions and score answers against a defined rubric. That single change is what separates the top-ranked selection method from a weak, first-impression-driven chat — and it is the biggest, cheapest quality improvement most teams can make.

Second, combine a structured interview with one other strong, distinct method — a work sample, a cognitive-ability measure, or a structured skills assessment. No single method is as accurate as a good pair, and the interview is the anchor that combination is built around.

Third, use software to make structure the default, not a discipline you have to remember. Reusable interview kits keep questions consistent, scorecards keep scoring consistent, and one-way (async) video lets you compare answers side by side and across time zones. Pitch N Hire's interview and assessment tools and AI-assisted screening are built around exactly this — with a human always making the final call. See the interview software guide or generate a structured set with the free interview question generator.

About this data

These 6 figures are drawn from 2 peer-reviewed meta-analyses — Sackett, Zhang, Berry & Lievens (2022) in the Journal of Applied Psychology, and Schmidt & Hunter (1998) in Psychological Bulletin — and every figure links to its DOI. Validity coefficients describe how well a method predicts job performance across many studies; higher is better. We deliberately exclude widely-circulated "X% of recruiters use video interviews"-style figures because they trace to aggregator blogs rather than a confirmable primary source. Figures are reviewed on each update; last verified July 2026.

Cite or share this research

Researchers and writers are welcome to cite these figures with attribution. Citation:

Pitch N Hire (2026). Job Interview Statistics. Retrieved from https://www.pitchnhire.com/interview-statistics

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<p>Source: <a href="https://www.pitchnhire.com/interview-statistics">Job Interview Statistics — Pitch N Hire</a></p>
FAQ

Job interview statistics — FAQs

Are job interviews actually a good way to hire? +
Yes — if they are structured. In the largest re-analyses of hiring research, a structured interview is the single most predictive selection method (operational validity around .42 in the 2022 estimates and about .51 in the earlier 1998 landmark study), out-predicting cognitive-ability tests. The catch is structure: unstructured, 'gut-feel' interviews are far weaker.
What is a structured interview? +
A structured interview asks every candidate the same set of job-relevant questions and scores their answers against a defined rubric, instead of an open-ended conversation that varies by candidate. That structure is what drives interview accuracy and reduces the influence of first impressions and interviewer bias.
Structured vs unstructured interview — does it really matter? +
Substantially. The predictive power of interviews in the research comes almost entirely from structure. The wide credibility interval around the average validity (.18 to .66) reflects exactly this: a well-built structured interview sits near the top of that range, while an ad-hoc chat sits near the bottom.
What predicts job performance better than an interview? +
On its own, essentially nothing does in the latest estimates — a structured interview ranks first. But combining methods beats any single one: a general-mental-ability test plus a structured interview reaches a combined validity of about .63 in the 1998 meta-analysis. The practical takeaway is to pair a structured interview with one other strong, distinct assessment.
How can interview software make interviews more structured? +
Interview software helps enforce structure at scale: reusable interview kits and question banks so every candidate gets the same job-relevant questions, structured scorecards so answers are rated consistently, and one-way (async) video so responses can be compared side by side. Pitch N Hire's interview and assessment tools are built around exactly this.
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