§ 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.
Vendor profile
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.
Vendor profile
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.
§ The record
HackerRank is filed under Assessment AI, Handshake under Screening AI. They record no secondary category in common.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act and Colorado AI Act. Only HackerRank is in scope of Mobley v. Workday.
| 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.
18% weight · 41% of the movement so far
Bias Audit Transparency
HackerRank 68 · Handshake 52
2.9 weighted points to HackerRank
20% weight · 74% of the movement so far
Article 11 Technical Documentation
HackerRank 60 · Handshake 48
2.4 weighted points to HackerRank
15% weight · 85% of the movement so far
FRIA Support
HackerRank 35 · Handshake 30
0.8 weighted points to HackerRank
12% weight · 90% of the movement so far
Post-Market Monitoring
HackerRank 45 · Handshake 48
0.4 weighted points to Handshake
15% weight · 94% of the movement so far
Data Governance Disclosure
HackerRank 55 · Handshake 57
0.3 weighted points to Handshake
12% weight · 98% of the movement so far
Human Oversight Design
HackerRank 60 · Handshake 58
0.2 weighted points to HackerRank
8% weight · 100% of the movement so far
Customer Documentation
HackerRank 62 · Handshake 60
0.2 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.
| 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% | 55 (F) | 50 (F) | +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
HireAIScore scores are editorial research, not legal advice, and no vendor pays for placement, scoring or removal — see the methodology, conflicts policy and terms.
§ Where next