Bias

Week 42 · 12-18 Oct

1 source filed · EN 1

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    AI Advice Reinforces Traditional Gender Roles

    Study 1 (explicit gender, 6,000 queries): men got higher salary recommendations in all six occupation-by-age cells; average gap $2,408 (95% CI 2,097-2,720).

    $5,820higher pooled salary target recommended for male-named vs female-named candidates (Study 2)

Week 41 · 5-11 Oct

1 source filed · EN 1

September 2026

1 source filed · EN 1

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    Monocultural Biases in LLM Hiring

    Post-trained models are 3.6% less likely than their base versions to call back older applicants; eight of ten models shifted against age, median shift -4.7%, largest Granite 4 (0.0% to -10.0%).

    5.6% to 17.3%global systemic exclusion rate, base models versus post-trained models