§ The result
Coderbyte leads Arena Analytics by 10 points.
Coderbyte sits 10 points above Arena Analytics under rubric v1.0 — 42 against 32 — with Coderbyte filed under Assessment and Arena Analytics under Screening. The 7 criteria split 6 to 1 in favour of Coderbyte: Coderbyte is ahead on Article 11 Technical Documentation and Arena Analytics on Bias Audit Transparency. Human Oversight Design is the widest raw gap (Arena Analytics 38, Coderbyte 60) but not the heaviest weighted swing, which is Article 11 Technical Documentation at 20% (Arena Analytics 30, Coderbyte 44), 24% of the weighted advantage Coderbyte builds across the 6 criteria it leads.
Vendor profile
Arena Analytics
Arena scores job applicants, mainly for healthcare and senior-living employers, on how likely they are to show up and stay in a specific role at a specific location, reroutes and sources candidates it rates likely to be retained, and applies the same outcome models to employee flight risk and internal mobility.
Vendor profile
Coderbyte
Coderbyte is a technical hiring platform offering coding assessments with automated and AI grading of challenges and take-home projects, live coding interviews, and AI screening that grades resumes against job-description criteria and runs agentic phone screens.
§ The record
Arena Analytics is filed under Screening AI, Coderbyte under Assessment AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act, Illinois HB 3773 and Mobley v. Workday.
| Record | Arena Analytics | Coderbyte |
|---|---|---|
| Price tier | Enterprise | Low |
| Headquarters | US | US |
| Founded | 2015 | 2012 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 22% of the movement so far
Article 11 Technical Documentation
Arena Analytics 30 · Coderbyte 44
2.8 weighted points to Coderbyte
12% weight · 43% of the movement so far
Human Oversight Design
Arena Analytics 38 · Coderbyte 60
2.6 weighted points to Coderbyte
15% weight · 59% of the movement so far
Data Governance Disclosure
Arena Analytics 42 · Coderbyte 56
2.1 weighted points to Coderbyte
8% weight · 72% of the movement so far
Customer Documentation
Arena Analytics 38 · Coderbyte 58
1.6 weighted points to Coderbyte
12% weight · 83% of the movement so far
Post-Market Monitoring
Arena Analytics 28 · Coderbyte 40
1.4 weighted points to Coderbyte
15% weight · 93% of the movement so far
FRIA Support
Arena Analytics 25 · Coderbyte 33
1.2 weighted points to Coderbyte
18% weight · 100% of the movement so far
Bias Audit Transparency
Arena Analytics 25 · Coderbyte 20
0.9 weighted points to Arena Analytics
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -10.9 — the difference between the two totals before either is rounded. Shares are of 12.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -10 beside that -10.9.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arena Analytics minus Coderbyte.
| Category | Weight | Arena Analytics | Coderbyte | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 44 | -14 | -2.8 |
| Bias Audit Transparency | 18% | 25 | 20 | +5 | +0.9 |
| FRIA Support | 15% | 25 | 33 | -8 | -1.2 |
| Data Governance Disclosure | 15% | 42 | 56 | -14 | -2.1 |
| Human Oversight Design | 12% | 38 | 60 | -22 | -2.6 |
| Post-Market Monitoring | 12% | 28 | 40 | -12 | -1.4 |
| Customer Documentation | 8% | 38 | 58 | -20 | -1.6 |
| Total | 100% | 32 (F) | 42 (F) | -10 | -10.9 |
§ 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 | Arena Analytics | Coderbyte | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on a separate domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | — | 2 | 1 | Sources on the vendor's own 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% | 6 | 1 | Sources on the vendor's own domain | 5 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Audit reportSources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 23 | 7 | Sources on the vendor's own domainSources on a separate domain | 26 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain |
Arena Analytics has 30 evidence rows across 7 of 7 criteria — 23 with a source URL, 7 documented absences; Coderbyte has 31 evidence rows across 7 of 7 criteria — 26 with a source URL, 5 documented absences; some documentation or audit rows for Arena Analytics and Coderbyte sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 61 evidence rows on file for these two vendors: 30 for Arena Analytics, across 3 distinct source domains, and 31 for Coderbyte, across 2 distinct source domains.
- Rubric
- v1.0
- Arena Analytics last reviewed
- September 25, 2026 · HireAIScore editorial team
- Coderbyte 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