Side-by-side · Rubric v1.0
HackerRank vs Talview
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
Talview
AI-powered hiring and exam-integrity platform spanning video interviewing, skills assessments, identity verification, and AI proctoring.
Substantial gaps
Video interview
The result
HackerRank leads Talview on all 7 criteria.
HackerRank, filed under Assessment, comes out 13 points above Talview, filed under Video interview: 55 against 42 under rubric v1.0. HackerRank takes all 7 criteria and Talview none of them; the nearest contest is Human Oversight Design, HackerRank 60 to Talview 55. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — HackerRank 68, Talview 38 — and at an 18% weight it carries 42% of the weighted advantage HackerRank holds across the 7 criteria on that side of the table.
Criteria won
7 criteria
- HackerRank7
- Talview0
- Widest raw gap
- Bias Audit Transparency68 vs 38
- Heaviest weighted swing
- Bias Audit Transparency18% weight
The record
Categories, scope and company facts.
HackerRank is filed under Assessment AI, Talview under Video interview AI. They also share 1 secondary category: Screening.
Both are in scope of
| Record | HackerRank | Talview |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | US |
| Founded | 2009 | 2012 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight42% of the movement so far
HackerRank68Talview385.4 weighted points to HackerRank
- 2
Article 11 Technical Documentation
20% weight57% of the movement so far
HackerRank60Talview502.0 weighted points to HackerRank
- 3
Post-Market Monitoring
12% weight69% of the movement so far
HackerRank45Talview321.6 weighted points to HackerRank
- 4
FRIA Support
15% weight81% of the movement so far
HackerRank35Talview251.5 weighted points to HackerRank
- 5
Data Governance Disclosure
15% weight89% of the movement so far
HackerRank55Talview481.1 weighted points to HackerRank
- 6
Customer Documentation
8% weight95% of the movement so far
HackerRank62Talview520.8 weighted points to HackerRank
- 7
Human Oversight Design
12% weight100% of the movement so far
HackerRank60Talview550.6 weighted points to HackerRank
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +12.9 — the difference between the two totals before either is rounded. Shares are of 12.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +13 beside that +12.9.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is HackerRank minus Talview, coloured for whichever of the two it favours.
| Category | Weight | HackerRank | Talview | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 60 | 50 | +10 | +2.0 |
| Bias Audit Transparency | 18% | 68 | 38 | +30 | +5.4 |
| FRIA Support | 15% | 35 | 25 | +10 | +1.5 |
| Data Governance Disclosure | 15% | 55 | 48 | +7 | +1.1 |
| Human Oversight Design | 12% | 60 | 55 | +5 | +0.6 |
| Post-Market Monitoring | 12% | 45 | 32 | +13 | +1.6 |
| Customer Documentation | 8% | 62 | 52 | +10 | +0.8 |
| Total | 100% | 55F | 42F | +13 | +12.9 |
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 | Talview | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 1 | — |
| 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 | 3 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 0 | Sources on the vendor's own domain | 2 | 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 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 14 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain | 11 | 6 | Sources on the vendor's own domain |
HackerRank has 18 evidence rows across 7 of 7 criteria — 14 with a source URL, 4 documented absences; Talview has 17 evidence rows across 7 of 7 criteria — 11 with a source URL, 6 documented absences; some documentation or audit rows for HackerRank sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 35 evidence rows on file for these two vendors: 18 for HackerRank, across 3 distinct source domains, and 17 for Talview, across 1 distinct source domain.
- Rubric
- v1.0
- HackerRank last reviewed
- June 7, 2026 · HireAIScore editorial team
- Talview last reviewed
- June 7, 2026 · HireAIScore editorial team
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