Side-by-side · Rubric v1.0
HackerRank vs Pymetrics (Harver Games)
HackerRank
HackerRank is a technical skills assessment platform for developer hiring that uses coding tests, interviews, and AI-based features (question generation, ML plagiarism/AI-code detection, and image-analysis proctoring) to evaluate candidates.
Substantial gaps
Assessment
Pymetrics (Harver Games)
Behavioral assessment using browser-based "games" that infer cognitive and emotional traits. Acquired by Harver in 2022 and folded into the Harver Games product line.
Substantial gaps
Assessment
The result
Pymetrics (Harver Games) takes the total, HackerRank takes more of the criteria.
Within the Assessment cohort, Pymetrics (Harver Games) edges HackerRank by 1 point under rubric v1.0, 56 to 55. HackerRank leads more of the criteria, 4 against 3 for Pymetrics (Harver Games), yet Pymetrics (Harver Games) takes Bias Audit Transparency, which carries 18% of the rubric, and the weighted sum with it. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — HackerRank 68, Pymetrics (Harver Games) 80 — and at an 18% weight it carries 44% of the weighted advantage Pymetrics (Harver Games) holds across the 3 criteria on that side of the table.
Criteria won
7 criteria
- HackerRank4
- Pymetrics (Harver Games)3
- Widest raw gap
- Bias Audit Transparency68 vs 80
- Heaviest weighted swing
- Bias Audit Transparency18% weight
Keep this comparison
Both scores and all 7 criteria, side by side, in your inbox.
The record
Categories, scope and company facts.
HackerRank and Pymetrics (Harver Games) are both filed under Assessment AI. They record no secondary category in common.
Both are in scope of
| Record | HackerRank | Pymetrics (Harver Games) |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | US |
| Founded | 2009 | 2013 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight23% of the movement so far
HackerRank68Pymetrics (Harver Games)802.2 weighted points to Pymetrics (Harver Games)
- 2
Article 11 Technical Documentation
20% weight44% of the movement so far
HackerRank60Pymetrics (Harver Games)702.0 weighted points to Pymetrics (Harver Games)
- 3
FRIA Support
15% weight60% of the movement so far
HackerRank35Pymetrics (Harver Games)251.5 weighted points to HackerRank
- 4
Human Oversight Design
12% weight73% of the movement so far
HackerRank60Pymetrics (Harver Games)501.2 weighted points to HackerRank
- 5
Post-Market Monitoring
12% weight86% of the movement so far
HackerRank45Pymetrics (Harver Games)351.2 weighted points to HackerRank
- 6
Data Governance Disclosure
15% weight94% of the movement so far
HackerRank55Pymetrics (Harver Games)600.8 weighted points to Pymetrics (Harver Games)
- 7
Customer Documentation
8% weight100% of the movement so far
HackerRank62Pymetrics (Harver Games)550.6 weighted points to HackerRank
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -0.4 — the difference between the two totals before either is rounded. Shares are of 9.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -1 beside that -0.4.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is HackerRank minus Pymetrics (Harver Games), coloured for whichever of the two it favours.
| Category | Weight | HackerRank | Pymetrics (Harver Games) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 60 | 70 | -10 | -2.0 |
| Bias Audit Transparency | 18% | 68 | 80 | -12 | -2.2 |
| FRIA Support | 15% | 35 | 25 | +10 | +1.5 |
| Data Governance Disclosure | 15% | 55 | 60 | -5 | -0.8 |
| Human Oversight Design | 12% | 60 | 50 | +10 | +1.2 |
| Post-Market Monitoring | 12% | 45 | 35 | +10 | +1.2 |
| Customer Documentation | 8% | 62 | 55 | +7 | +0.6 |
| Total | 100% | 55F | 56F | -1 | -0.4 |
Evidence
Cited sources and documented absences, criterion by criterion.
An absence is a finding, not a blank: the reviewer looked for a named artefact and recorded that it is not located. Where a source sits is a fact about hosting only.
| Criterion | Weight | HackerRank | Pymetrics (Harver Games) | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on a separate domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Data Governance Disclosure | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on a separate domain |
| Human Oversight Design | 12% | 2 | 0 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 0 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | — |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 14 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain | 9 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain |
HackerRank has 18 evidence rows across 7 of 7 criteria — 14 with a source URL, 4 documented absences; Pymetrics (Harver Games) has 11 evidence rows across 7 of 7 criteria — 9 with a source URL, 2 documented absences; some documentation or audit rows for HackerRank and Pymetrics (Harver Games) sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 29 evidence rows on file for these two vendors: 18 for HackerRank, across 3 distinct source domains, and 11 for Pymetrics (Harver Games), across 3 distinct source domains.
- Rubric
- v1.0
- HackerRank last reviewed
- June 7, 2026 · HireAIScore editorial team
- Pymetrics (Harver Games) last reviewed
- May 21, 2026 · HireAIScore editorial team
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