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Fairness

Articles on Fairness from the CalHire team: verified skills, anonymous-first hiring, and documented hiring process.

Fairness9 min

Blind hiring: what the evidence supports, and what it does not

Blind hiring has one of the cleanest natural experiments in labour economics behind it, and real limits. What it fixes, and what it cannot.

July 30, 2026

Fairness8 min

The four-fifths rule: how to test your hiring for adverse impact

The four-fifths rule is a rule of thumb, not a legal safe harbour. How to calculate it, where it misleads, and how to find the stage causing the disparity.

July 30, 2026

Fairness9 min

The biases that actually change hiring outcomes

Awareness training does not fix bias. A guide to the biases that measurably move hiring decisions, and the process change that neutralises each one.

July 30, 2026

Fairness7 min

Name-blind recruitment: the weakest form of blind hiring

Name-blind screening is the most adopted and least effective form of blind hiring. What a name signals, what survives redaction, and what to do instead.

July 30, 2026

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