Side-by-side · Rubric v1.0
HackerRank vs UKG
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
UKG
UKG is an enterprise HCM and workforce-management suite whose UKG Pro Recruiting applicant-tracking module, augmented by the embedded Bryte AI layer, drafts job descriptions and produces profile-match candidate scores to rank and shortlist applicants.
Substantial gaps
ATS-integrated
The result
HackerRank leads UKG by 11 points.
HackerRank sits 11 points above UKG under rubric v1.0 — 55 against 44 — with HackerRank filed under Assessment and UKG under ATS-integrated. The 7 criteria split 5 to 1 in favour of HackerRank, with 1 level: HackerRank is ahead on Bias Audit Transparency and UKG on Data Governance Disclosure. One criterion, Bias Audit Transparency, is both the widest raw gap (HackerRank 68, UKG 30) and the heaviest weighted swing, and at 18% weight it makes up 59% of the weighted advantage HackerRank holds across the 5 criteria it leads.
Criteria won
7 criteria
- HackerRank5
- UKG1
- Level1
- Widest raw gap
- Bias Audit Transparency68 vs 30
- Heaviest weighted swing
- Bias Audit Transparency18% weight
The record
Categories, scope and company facts.
HackerRank is filed under Assessment AI, UKG under ATS-integrated AI. They also share 1 secondary category: Screening.
Both are in scope of
Only HackerRank is in scope of
| Record | HackerRank | UKG |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | US |
| Founded | 2009 | 2020 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Bias Audit Transparency
18% weight58% of the movement so far
HackerRank68UKG306.8 weighted points to HackerRank
- 2
Article 11 Technical Documentation
20% weight79% of the movement so far
HackerRank60UKG482.4 weighted points to HackerRank
- 3
Human Oversight Design
12% weight87% of the movement so far
HackerRank60UKG521.0 weighted points to HackerRank
- 4
Post-Market Monitoring
12% weight94% of the movement so far
HackerRank45UKG380.8 weighted points to HackerRank
- 5
Customer Documentation
8% weight99% of the movement so far
HackerRank62UKG550.6 weighted points to HackerRank
- 6
Data Governance Disclosure
15% weight100% of the movement so far
HackerRank55UKG560.1 weighted points to UKG
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +11.5 — the difference between the two totals before either is rounded. Shares are of 11.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +11 beside that +11.5.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is HackerRank minus UKG, coloured for whichever of the two it favours.
| Category | Weight | HackerRank | UKG | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 60 | 48 | +12 | +2.4 |
| Bias Audit Transparency | 18% | 68 | 30 | +38 | +6.8 |
| FRIA Support | 15% | 35 | 35 | - | - |
| Data Governance Disclosure | 15% | 55 | 56 | -1 | -0.1 |
| Human Oversight Design | 12% | 60 | 52 | +8 | +1.0 |
| Post-Market Monitoring | 12% | 45 | 38 | +7 | +0.8 |
| Customer Documentation | 8% | 62 | 55 | +7 | +0.6 |
| Total | 100% | 55F | 44F | +11 | +11.5 |
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 | UKG | ||||
|---|---|---|---|---|---|---|---|
| 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 | 0 | 2 | — |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 0 | Sources on the vendor's own domain | 0 | 2 | — |
| 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 | 1 | 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 | 6 | 8 | Audit reportSources on the vendor's own domain |
HackerRank has 18 evidence rows across 7 of 7 criteria — 14 with a source URL, 4 documented absences; UKG has 14 evidence rows across 7 of 7 criteria — 6 with a source URL, 8 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 32 evidence rows on file for these two vendors: 18 for HackerRank, across 3 distinct source domains, and 14 for UKG, across 2 distinct source domains.
- Rubric
- v1.0
- HackerRank last reviewed
- June 7, 2026 · HireAIScore editorial team
- UKG last reviewed
- June 7, 2026 · HireAIScore editorial team
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