Assessment can reduce bias — or automate it.
We build for the first, and document it so your legal and DEI teams can verify: mechanical scoring, adverse-impact monitoring, accommodations with dignity, and a human decision on every candidate — no exceptions.
Human-decided outcomes
100%
By design
0 auto-rejections
Monitoring built in
4/5ths rule
Four controls, always on
1 · Same bar for everyone
Structured, mechanical scoring on identical constructs — no CV halo, no interviewer mood.
2 · Monitor across groups
Score distributions and outcomes reviewed campaign by campaign — drift gets caught, not discovered.
3 · Accommodate with dignity
Religious dress, accessibility needs, extended time — declared by the candidate, honoured automatically.
4 · Human decision, documented
No algorithmic rejection anywhere; verdicts and overrides logged for equal-employment review.
Fairness candidates can feel
Bias-managed hiring isn’t only a legal posture — candidates experience it: transparent monitoring, realistic tasks, accommodations without interrogation, and the right to contest a flag.
- Religious accommodations — turban, hijab, kippah and niqab handled respectfully — camera policy adjusts automatically.
- Accessibility built in — screen-reader support, extended time, ADHD-aware monitoring tolerances, prayer breaks.
- Structured interviews — anchored rubrics and independent scoring — research’s best-known bias reducer, built in.
- Candidate recourse — integrity results visible to the candidate, formally contestable, reviewed by a person.
The audit that took an afternoon
A client’s legal team requested an adverse-impact review after a large campaign. The answer was an export: score distributions by group, decision log with reasons, accommodation record and the advisory-use statement. What normally becomes a quarter of email threads was an afternoon of reading — because the evidence existed before the question did.
Questions we always get
Does structured assessment really reduce bias?
It’s the most consistent finding in the fairness literature: structure and mechanical combination reduce the room bias operates in. We publish the sourced briefings.
How do accommodations work in proctored exams?
Candidates self-declare; monitoring adjusts automatically — camera exemptions where dress requires it, timing and tolerance changes where needs require them — without a human gatekeeper interrogating anyone.
Is any decision ever automated?
No. Scores inform a human decision, never make one — and that posture is documented on the report itself.
Go deeper in the research library: adverse impact and the four-fifths rule · structured hiring reduces bias.
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Hiring your legal team will co-sign.
A 30-minute walkthrough with your roles, not a canned deck — and a sample report to keep.