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Property of the bivariate normal PDF: ϕ2(−x, −y, ρ) = ϕ2(x, y, ρ) This is because the exponent − (−x)2−2ρ(−x)(−y)+(−y)2 2(1−ρ2) = − x2−2ρxy+y2 2(1−ρ2) is unchanged

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Algorithmic Hiring and Diversity: Reducing Human-Algorithm Similarity for Better Outcomes

cs.LG · 2025-05-20 · conditional · novelty 7.0

Equal-ratio shortlists fail to raise final-hire diversity when algorithmic screening correlates strongly with manager evaluations; selecting overlooked-but-competitive candidates does better in simulations.

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Algorithmic Hiring and Diversity: Reducing Human-Algorithm Similarity for Better Outcomes cs.LG · 2025-05-20 · conditional · none · ref 7
Equal-ratio shortlists fail to raise final-hire diversity when algorithmic screening correlates strongly with manager evaluations; selecting overlooked-but-competitive candidates does better in simulations.

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