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Subtle Discrimination

Journal of Finance 2026 81(1), 329-369 open access
We introduce the concept of subtle discrimination —biased acts that cannot be objectively ascertained as discriminatory. When candidates compete for promotions by investing in skills, firms' subtle biases induce discriminated candidates to overinvest when promotions are low‐stakes (to distinguish themselves from favored candidates) but underinvest in high‐stakes settings (anticipating low promotion probabilities). This asymmetry implies that subtle discrimination raises profits in low‐productivity firms but lowers them in high‐productivity firms. Although subtle biases are small, they generate large gaps in skills and promotion outcomes. We derive further predictions in contexts such as equity analysis, lending, fund flows, banking careers, and entrepreneurial finance.

Do Equity Markets Care about Income Inequality? Evidence from Pay Ratio Disclosure

Journal of Finance 2022 77(2), 1371-1411
We examine equity markets’ reaction to the first‐time disclosure of the CEO‐worker pay ratio by U.S. public companies in 2018. We find that firms disclosing higher pay ratios experience significantly lower abnormal announcement returns. Firms whose shareholders are more inequality‐averse experience a more negative market response to high pay ratios. Furthermore, during 2018 more inequality‐averse investors rebalance their portfolios away from stocks with a high pay ratio relative to other investors. Our results suggest that equity markets are concerned about high within‐firm pay dispersion, and investors’ inequality aversion is a channel through which high pay ratios negatively affect firm value.