Side-by-side · Rubric v1.0
HackerRank vs Stepstone
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
Stepstone
Stepstone is a German job marketplace whose Stepstone Recruit employer platform includes an AI Screening Agent, which rates each application against requirements taken from the job ad, and a Talent Finder, which recommends candidates from a CV database of more than 4 million profiles.
Substantial gaps
Screening
The result
HackerRank leads Stepstone on 6 of the 7 criteria.
HackerRank scores 55 and Stepstone 49 under rubric v1.0, a 6-point gap across the Assessment and Screening cohorts. HackerRank leads 6 of the 7 criteria and the remaining criterion is level, so Stepstone is ahead on none of them; the closest of the 6 HackerRank leads is Human Oversight Design, HackerRank 60 to Stepstone 58. One criterion, Bias Audit Transparency, is both the widest raw gap (HackerRank 68, Stepstone 50) and the heaviest weighted swing, and at 18% weight it makes up 51% of the weighted advantage HackerRank holds across the 6 criteria it leads.
Criteria won
7 criteria
- HackerRank6
- Stepstone0
- Level1
- Widest raw gap
- Bias Audit Transparency68 vs 50
- 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, Stepstone under Screening AI. They record no secondary category in common.
Both are in scope of
Only HackerRank is in scope of
| Record | HackerRank | Stepstone |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | DE |
| Founded | 2009 | 1996 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight51% of the movement so far
HackerRank68Stepstone503.2 weighted points to HackerRank
- 2
Article 11 Technical Documentation
20% weight66% of the movement so far
HackerRank60Stepstone551.0 weighted points to HackerRank
- 3
Post-Market Monitoring
12% weight79% of the movement so far
HackerRank45Stepstone380.8 weighted points to HackerRank
- 4
FRIA Support
15% weight91% of the movement so far
HackerRank35Stepstone300.8 weighted points to HackerRank
- 5
Customer Documentation
8% weight96% of the movement so far
HackerRank62Stepstone580.3 weighted points to HackerRank
- 6
Human Oversight Design
12% weight100% of the movement so far
HackerRank60Stepstone580.2 weighted points to HackerRank
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +6.4 — the difference between the two totals before either is rounded. Shares are of 6.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +6 beside that +6.4.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is HackerRank minus Stepstone, coloured for whichever of the two it favours.
| Category | Weight | HackerRank | Stepstone | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 60 | 55 | +5 | +1.0 |
| Bias Audit Transparency | 18% | 68 | 50 | +18 | +3.2 |
| FRIA Support | 15% | 35 | 30 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 55 | 55 | - | - |
| Human Oversight Design | 12% | 60 | 58 | +2 | +0.2 |
| Post-Market Monitoring | 12% | 45 | 38 | +7 | +0.8 |
| Customer Documentation | 8% | 62 | 58 | +4 | +0.3 |
| Total | 100% | 55F | 49F | +6 | +6.4 |
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 | Stepstone | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 5 | 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 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 | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 2 | 0 | Sources on the vendor's own domain | 5 | 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 | 5 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 14 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain | 29 | 4 | 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; Stepstone has 33 evidence rows across 7 of 7 criteria — 29 with a source URL, 4 documented absences; some documentation or audit rows for HackerRank and Stepstone sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 51 evidence rows on file for these two vendors: 18 for HackerRank, across 3 distinct source domains, and 33 for Stepstone, across 6 distinct source domains.
- Rubric
- v1.0
- HackerRank last reviewed
- June 7, 2026 · HireAIScore editorial team
- Stepstone last reviewed
- September 25, 2026 · HireAIScore editorial team
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