Side-by-side · Rubric v1.0
HackerRank vs TalentLens
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
TalentLens
TalentLens, Pearson's workplace psychometrics brand, publishes the Watson-Glaser critical-thinking test, Raven's Adaptive, BMCT-II and DAT Next Generation, which candidates take online and which are scored automatically against norm groups to produce percentile-based reports for hiring and development.
Substantial gaps
Assessment
The result
HackerRank leads TalentLens on all 7 criteria.
HackerRank finishes 9 points ahead of TalentLens under rubric v1.0, 55 to 46, both scored as Assessment entries. HackerRank leads every one of the 7 criteria, TalentLens none of them, and the closest of the 7 is Human Oversight Design, HackerRank 60 to TalentLens 57. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — HackerRank 68, TalentLens 45 — and at an 18% weight it carries 44% of the weighted advantage HackerRank holds across the 7 criteria on that side of the table.
Criteria won
7 criteria
- HackerRank7
- TalentLens0
- Widest raw gap
- Bias Audit Transparency68 vs 45
- 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 TalentLens are both filed under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of
| Record | HackerRank | TalentLens |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | GB |
| Founded | 2009 | Not recorded |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight44% of the movement so far
HackerRank68TalentLens454.1 weighted points to HackerRank
- 2
Article 11 Technical Documentation
20% weight61% of the movement so far
HackerRank60TalentLens521.6 weighted points to HackerRank
- 3
Post-Market Monitoring
12% weight77% of the movement so far
HackerRank45TalentLens321.6 weighted points to HackerRank
- 4
FRIA Support
15% weight85% of the movement so far
HackerRank35TalentLens300.8 weighted points to HackerRank
- 5
Data Governance Disclosure
15% weight93% of the movement so far
HackerRank55TalentLens500.8 weighted points to HackerRank
- 6
Human Oversight Design
12% weight97% of the movement so far
HackerRank60TalentLens570.4 weighted points to HackerRank
- 7
Customer Documentation
8% weight100% of the movement so far
HackerRank62TalentLens580.3 weighted points to HackerRank
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +9.5 — the difference between the two totals before either is rounded. Shares are of 9.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +9 beside that +9.5.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is HackerRank minus TalentLens, coloured for whichever of the two it favours.
| Category | Weight | HackerRank | TalentLens | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 60 | 52 | +8 | +1.6 |
| Bias Audit Transparency | 18% | 68 | 45 | +23 | +4.1 |
| FRIA Support | 15% | 35 | 30 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 55 | 50 | +5 | +0.8 |
| Human Oversight Design | 12% | 60 | 57 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 45 | 32 | +13 | +1.6 |
| Customer Documentation | 8% | 62 | 58 | +4 | +0.3 |
| Total | 100% | 55F | 46F | +9 | +9.5 |
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 | TalentLens | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 1 | 1 | Sources on the vendor's own domain | 4 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 0 | Sources on the vendor's own domain | 4 | 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 | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 4 | 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 | 24 | 5 | 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; TalentLens has 29 evidence rows across 7 of 7 criteria — 24 with a source URL, 5 documented absences; some documentation or audit rows for HackerRank and TalentLens sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 47 evidence rows on file for these two vendors: 18 for HackerRank, across 3 distinct source domains, and 29 for TalentLens, across 3 distinct source domains.
- Rubric
- v1.0
- HackerRank last reviewed
- June 7, 2026 · HireAIScore editorial team
- TalentLens last reviewed
- September 25, 2026 · HireAIScore editorial team
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