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Publications

Executive compensation: the trend toward one-size-fits-all     
Journal of Accounting and Economics, 2025

  • WFA 2021 Best PhD Student Paper

  • Presentations: WFA (2021), SFS Cavalcade (2021), MFA (2021), FOM (2020)

I report and analyze a recent “one-size-fits-all” trend in the structure of executive compensation plans. Since 2006, 24% of the variation in the distribution of CEO compensation across pay components –salary, bonus, stock awards, options, non-equity incentives, pensions, and perquisites— disappeared. This uniformity might come at the expense of optimal incentives, as increases in pay structure similarity translate into lower shareholder value. Using panel data regressions and plausibly exogenous shocks, I find that institutional investors’ influence, proxy advisors’ recommendations, and expanded compensation disclosure are salient drivers of this standardization. The findings highlight an unintended consequence of recent regulations enhancing shareholders’ participation and expanding compensation disclosure.

Leaky director networks and innovation herding  (with Gerard Hoberg)

Review of Financial Studies, 2026

  • Presentations: NBER Big Data and Securities Markets (2023), AFA (2023)

We first document that, despite potential legal issues, overlapping directors are surprisingly prevalent among direct competitors. Using panel data regressions and plausibly exogenous shocks, we find that competing firms in markets with dense overlapping-director networks experience innovation herding, lose product differentiation, and ultimately perform poorly.  Novel text-based network propagation tests of technologies show that intellectual property leakage plays a role as firms with dense overlapping director networks experience faster propagation of technologies to competitors. Our findings suggest a coordination problem where industry participants cannot stop rivals from earning small gains from leakage despite much larger industry-wide negative externalities.

Working Papers

Does executive compensation structure reflect racial bias?
(with Eliezer Fich and Lubomir Litov

White and non-White executives in identical roles at the same firm exhibit systematically different compensation structures, with minorities receiving proportionally less performance-based pay. Using role-by-firm, firm-by-year, and executive fixed effects, we find that following nearby Black Lives Matter protests or the SEC’s Compensation Discussion and Analysis (CD&A) disclosure requirements, minority non-CEO executives’ compensation structures become significantly more similar to those of White executives. This evidence suggests that both racial awareness and transparency shocks reduce bias. Similar convergence occurs when minority CEOs are appointed (particularly via exogenous successions such as deaths or retirements), with additional supporting evidence from tests exploiting cross-sectional variation in regional racial attitude indices. These ethnicity-based pay structure disparities correlate with larger pay inequality and lower firm performance, as measured by both accounting returns and market valuations. This evidence suggests that ethnicity-based compensation structure disparities are associated with meaningful economic costs for both firms and executives.

Trade Associations and Shared Industry Governance
(with Gerard Hoberg and Ekaterina Neretina
Presentations: AFA 2027 (scheduled)

We propose that trade associations induce member firms to adopt executive compensation schemes that put higher weight on industry performance relative to firm performance.  An extension to classical managerial effort theory predicts this outcome.  We empirically test theoretical predictions and find strong support along five dimensions: (1) plausibly exogenous shifts in trade association memberships leads to less relative performance evaluation (RPE), (2) TA members avoid other members as RPE benchmarks but prefer them as compensation peers, (3) these results do not obtain for non-TA industry peers, (4) mechanism tests favor implicit implementation of pay contracts over visible contractual provisions, and (5) a quasi-natural experiment illustrates that the resulting incentive plans are highly effective. These results illustrate a new industry dimension of executive pay that incentivizes collaborative value creation. 

Can financial disclosure unlock bolder innovation?
(with Eliezer Fich

We investigate whether reducing investor information processing costs changes not just how much firms innovate, but how they innovate. Exploiting a 2008 SEC reform that required small firms to adopt standardized disclosure formats without altering information content, we identify effects of disclosure format standardization cleanly separated from the confounding role of proprietary disclosure in prior studies. Consistent with the reform's motivation, treated firms attract investor attention and issue more equity. Beyond these financing effects, treated firms expand R&D, hire new inventors, and increase patent output and value. Moreover, firms pivot their innovation toward more novel, diverse, and exploratory projects. Because these strategic shifts are strongest for firms with classified boards, they reveal a complementarity between financial access and corporate governance: capital alone is not enough to pursue long-term projects unless managers are sheltered from short-term pressure. Consistent with a financial constraints channel, the shift toward exploration concentrates among firms with tighter pre-reform financing constraints and in years following equity issuance, linking this reorientation to relaxing financing frictions that impede long-horizon investment. Collectively, the evidence indicates that disclosure format standardization, requiring no additional disclosure, is sufficient to redirect corporate innovation toward higher-risk, higher-value projects that constrained firms would otherwise forgo.

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