Side-by-side · Rubric v1.0
HackerRank vs Handshake
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
Handshake
Handshake is an early-career recruiting network whose employer tools use AI to rank applicants against employer-set criteria, find and message matching students and graduates, and target job promotions.
Substantial gaps
Screening
The result
HackerRank leads Handshake by 5 points.
HackerRank scores 55 and Handshake 50 under rubric v1.0, a 5-point gap across the Assessment and Screening cohorts. The 7 criteria split 5 to 2 in favour of HackerRank: HackerRank is ahead on Bias Audit Transparency and Handshake on Post-Market Monitoring. One criterion, Bias Audit Transparency, is both the widest raw gap (HackerRank 68, Handshake 52) and the heaviest weighted swing, and at 18% weight it makes up 45% of the weighted advantage HackerRank holds across the 5 criteria it leads.
Criteria won
7 criteria
- HackerRank5
- Handshake2
- Widest raw gap
- Bias Audit Transparency68 vs 52
- 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 is filed under Assessment AI, Handshake under Screening AI. They record no secondary category in common.
Both are in scope of
Only HackerRank is in scope of
| Record | HackerRank | Handshake |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2009 | 2014 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight41% of the movement so far
HackerRank68Handshake522.9 weighted points to HackerRank
- 2
Article 11 Technical Documentation
20% weight74% of the movement so far
HackerRank60Handshake482.4 weighted points to HackerRank
- 3
FRIA Support
15% weight85% of the movement so far
HackerRank35Handshake300.8 weighted points to HackerRank
- 4
Post-Market Monitoring
12% weight90% of the movement so far
HackerRank45Handshake480.4 weighted points to Handshake
- 5
Data Governance Disclosure
15% weight94% of the movement so far
HackerRank55Handshake570.3 weighted points to Handshake
- 6
Human Oversight Design
12% weight98% of the movement so far
HackerRank60Handshake580.2 weighted points to HackerRank
- 7
Customer Documentation
8% weight100% of the movement so far
HackerRank62Handshake600.2 weighted points to HackerRank
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +5.8 — the difference between the two totals before either is rounded. Shares are of 7.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +5 beside that +5.8.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is HackerRank minus Handshake, coloured for whichever of the two it favours.
| Category | Weight | HackerRank | Handshake | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 60 | 48 | +12 | +2.4 |
| Bias Audit Transparency | 18% | 68 | 52 | +16 | +2.9 |
| FRIA Support | 15% | 35 | 30 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 55 | 57 | -2 | -0.3 |
| Human Oversight Design | 12% | 60 | 58 | +2 | +0.2 |
| Post-Market Monitoring | 12% | 45 | 48 | -3 | -0.4 |
| Customer Documentation | 8% | 62 | 60 | +2 | +0.2 |
| Total | 100% | 55F | 50F | +5 | +5.8 |
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 | Handshake | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Audit reportSources 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 | 5 | 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 | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 1 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 0 | Sources on the vendor's own domain | 4 | 1 | 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 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 | 27 | 7 | 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; Handshake has 34 evidence rows across 7 of 7 criteria — 27 with a source URL, 7 documented absences; some documentation or audit rows for HackerRank and Handshake sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 52 evidence rows on file for these two vendors: 18 for HackerRank, across 3 distinct source domains, and 34 for Handshake, across 2 distinct source domains.
- Rubric
- v1.0
- HackerRank last reviewed
- June 7, 2026 · HireAIScore editorial team
- Handshake last reviewed
- September 25, 2026 · HireAIScore editorial team
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