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Misvaluation and Corporate Inventiveness

Journal of Financial and Quantitative Analysis 2021 56(8), 2605-2633 open access
We test how market overvaluation affects corporate innovation. Estimated stock overvaluation is strongly associated with measures of innovative inventiveness (novelty, originality, and scope), as well as research and development (R&D) and innovative output (patent and citation counts). Misvaluation affects R&D more via a nonequity channel than via equity issuance. The sensitivity of innovative inventiveness to misvaluation increases with share turnover and overvaluation. The frequency of exceptionally high innovative inputs/outputs increases with overvaluation. This evidence suggests that market overvaluation may generate social value by increasing innovative output and encouraging firms to engage in “moon shots.”

Employee Flexibility, Exogenous Risk, and Firm Value

Journal of Financial and Quantitative Analysis 2021 56(3), 853-884
We hypothesize that employee flexibility enhances firm value by helping firms respond to exogenous shocks. We estimate employee-flexibility scores through textual analysis of online job reviews, and we find that a high flexibility score leads to superior stock returns for firms exposed to external risk. During 2011–2017, the value-weighted hedge portfolio formed on employee flexibility earned a 5-factor annualized alpha of 9.5% during periods of high policy uncertainty. Earnings-announcement returns also suggest that investors do not fully value workforce flexibility. These results indicate that employee flexibility is a valuable corporate intangible that helps firms to manage risk during uncertain times.