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AI vendor transparency index

HiPeople: documentation transparency entry

What HiPeople publishes about the validity and fairness of its scores, assessed against eight criteria covering published documentation only.

Headquarters: Berlin, Germany
Assessed: AI-scored skills assessments and reference checking.
Rubric: version 1. Search protocol applied and all sources accessed: 2026-09-22.

Documented 0, partial 3, absent 5, of eight criteria. This records what is published about the validity and fairness of the scores. It is not an assessment of the product, the model or the underlying science.

D 0% P 37.5% A 62.5%
#CriterionLevel
C1Technical manual or validity report publicly available without a sales conversationP
C2Validity coefficients reported with sample size and uncertaintyA
C3Adverse impact reported by named subgroupA
C4Scored construct named and defined, not described only by outcomeP
C5Evidence of comparability across languages, versions or delivery modesA
C6Human oversight documented, with a candidate route to contest a scoreA
C7Independent review named and the reviewer identifiedA
C8Reliability reported, and reported by groupP

C1. Technical manual or validity report publicly available without a sales conversation

Partial.

A public, dated psychometric standards page exists: "November 20, 2025", referencing "Our Psychometric Quality Targets".

Source: https://docs.hipeople.io/en/articles/12895113-hipeople-s-psychometric-standards (accessed 2026-09-22).

The page states quality targets. The table of thresholds is published as an image.

C2. Validity coefficients reported with sample size and uncertainty

Absent.

No public source was found for this criterion by the search protocol.

Pages examined include https://docs.hipeople.io/en/articles/12895113-hipeople-s-psychometric-standards (accessed 2026-09-22).

C3. Adverse impact reported by named subgroup

Absent.

No public source was found for this criterion by the search protocol.

Pages examined include https://docs.hipeople.io/en/articles/12895113-hipeople-s-psychometric-standards (accessed 2026-09-22).

C4. Scored construct named and defined, not described only by outcome

Partial.

A construct is defined where a bias mechanism is discussed: social desirability bias as "the tendency of individuals to respond to assessment questions in a manner that presents them in a favorable light rather than providing honest or accurate responses."

Source: https://docs.hipeople.io/en/articles/9058748-navigating-social-desirability-bias-how-hipeople-ensures-reliable-assessments (accessed 2026-09-22).

The defined construct is a response bias. Scored constructs are referred to by category without definitions.

C5. Evidence of comparability across languages, versions or delivery modes

Absent.

No public source was found for this criterion by the search protocol.

Pages examined include https://docs.hipeople.io/en/articles/12895113-hipeople-s-psychometric-standards (accessed 2026-09-22).

C6. Human oversight documented, with a candidate route to contest a score

Absent.

No public source was found for this criterion by the search protocol.

Pages examined include https://docs.hipeople.io/en/articles/12895113-hipeople-s-psychometric-standards (accessed 2026-09-22).

C7. Independent review named and the reviewer identified

Absent.

No public source was found for this criterion by the search protocol.

Pages examined include https://docs.hipeople.io/en/articles/12895113-hipeople-s-psychometric-standards (accessed 2026-09-22).

C8. Reliability reported, and reported by group

Partial.

The standards page states an ongoing programme of "validity and reliability studies" across the assessment library without publishing a coefficient.

Source: https://docs.hipeople.io/en/articles/12895113-hipeople-s-psychometric-standards (accessed 2026-09-22).

An ongoing programme of validity and reliability studies is stated. No coefficient is published.


Absent records the outcome of the published search protocol on 2026-09-22. Where a source is supplied that the search did not reach, the cell is re-scored under the corrections policy, with the date of the change recorded and the previous level retained.

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