Product·Compliance & AI governance·Fairness & bias testing

Fair screening, checked on a schedule.

Tests Amp’s screening for unfair gaps between groups. Runs before launch, on a schedule, and after changes. Pauses scoring where it finds one until your admin reviews.

How the test works

A synthetic bias probe varies demographic signals while holding qualifications constant, then measures selection rates across groups. It runs before and after deployment on a schedule, re-testing whenever the scoring configuration changes and at least once a year regardless. An adverse finding pauses Amp acting on its own scores for that job until an admin reviews it.

A run, in full

Selection rates, intersectionally. One cell fails, the scores pause.

Synthetic candidates: identical qualifications, varied demographic signals, reviewed the same way as real applicants. If any group is selected at less than 80% of the top group's rate, and the gap is statistically real, the run reads adverse. That cell shows at a glance, and Amp stops acting on its own scores for that job until an admin reviews it.

Compliance
Bias & Fairness
OverviewBias & FairnessPrivacy ConsoleSetup
Bias test #41 · Shift lead · Old TownAdverse
MenWomenGroup A0.910.88Group B0.860.90Group C0.680.83
4/5ths rule · Fisher’s exact · Newcombe CI · Cohen’s h
Group C / Men: impact ratio 0.75 (0.68 vs. 0.91 for Group A / Men), below 0.80, p < 0.05 · hold engaged on this job
The cadence

Tested before launch, then on a schedule.

Every job is tested before Amp screens for it. After that, it is tested again on a schedule you set, and any time your criteria change. Admins choose how many jobs each scheduled test covers.

Bias & FairnessConfigure how Amp tests for adverse impact across demographic groups using the EEOC 4/5ths rule.
Test methodology
Each job test runs 710 synthetic reviews (≈25 min/job): a diverse mix of demographic variants, school backgrounds, cultural affiliations, and pronoun signals, each scored once through the production gate.
Automated monthly testingRotates through your active jobs: never-tested first, then longest ago, so every job gets covered over time.
Jobs to test

See Amp running.

A 30-minute walkthrough on one of your roles, at one of your locations.

See Amp running