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Beta estimation precision and corporate investment efficiency

Journal of Corporate Finance 2025 91, 102728
Survey evidence suggests most firms use the CAPM to estimate their cost of equity. Previous research has documented these estimates can be extremely imprecise. We study the impact of the precision of beta estimates on firm investment decisions, and find that firms with precise beta estimates invest closer to their expected levels. We employ quantile regressions to further examine the relationship between Beta Precision and investment levels and find that firms with more precise betas tend to avoid extremes in investment levels. Finally, we show that precision in the estimation of cost of equity is associated with higher risk-adjusted stock returns.

Do incentives work? Option-based compensation and corporate innovation

Journal of Corporate Finance 2019 58, 415-430
Numerous scholars have investigated the link between option-based compensation and innovation in public firms, generally concluding options motivate innovative activities better than alternative compensation methods. In most studies, the evidence of causality is weak or suffers from econometric concerns, leading to questions regarding the conclusions. We use the implementation of FAS 123R as a quasi-natural experiment to explore the role option compensation has in incentivizing innovation. FAS 123R increased the cost of granting options as compensation, resulting in a plausibly exogenous shift away from options. Using an updated sample of patent applications, we do not observe any decline in innovation. Despite a similar empirical design, our results differ from those of Mao and Zhang (2018), due to truncation bias inherent in their patent data. Overall, using our updated data, our findings are inconsistent with conclusions from prior studies and suggest option-based compensation does not drive innovation.

Indirect Insider Trading

Journal of Financial and Quantitative Analysis 2023 58(6), 2327-2364 open access
Insiders must disclose indirect trades made through accounts they control, including family, trust, retirement, and foundation accounts. Indirect trades through these accounts are more profitable than direct trades in the insider’s own account. They are also more likely to be made by “opportunistic” insiders who make nonroutine trades, or who trade profitably before earnings announcements, or who have a short investment horizon. These trades contain more predictive information about earnings surprises and large price changes, and they tend to be made by insiders at firms with high information asymmetry. Insiders also make fewer indirect trades following periods of intense regulatory scrutiny.

CFO Effort and Public Firms' Financial Information Environment*

Contemporary Accounting Research 2021 38(2), 1068-1113
We test the association between CFO effort and the quality of public firms' financial information environments. We evaluate this relation using a measure of CFO leisure consumption—specifically, the amount of golf played—as an inverse proxy for effort. We find a negative relation between CFOs' compensation incentives and golf play, suggesting they exert more effort when they have greater incentives to increase firm value. High CFO leisure consumption is associated with lower earnings quality, less accurate earnings guidance, and reduced CFO conference call participation. Additionally, CFO leisure appears to affect external monitors, as it is associated with greater analyst forecast dispersion and increased audit fees. We do not find similar relations when evaluating the amount of golf played by CEOs, suggesting the unique importance of CFO effort in the financial reporting process.