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Misvaluing Innovation

Review of Financial Studies 2013 26(3), 635-666
[We demonstrate that a firm's ability to innovate is predictable, persistent, and relatively simple to compute, and yet the stock market appears to ignore the implications of past successes when valuing future innovation. We show that two firms that invest the same in R&D can have quite divergent, but predictably divergent, future paths based on their past track records. A long-short portfolio strategy that takes advantage of the information in past track records earns abnormal returns of roughly 11% annually. Importantly, these past track records also predict divergent future real outcomes in patents, patent citations, and new product innovations.]

Short-Sale Strategies and Return Predictability

Review of Financial Studies 2009 22(2), 575-607
[We examine short selling in US stocks based on new SEC-mandated data for 2005. There is a tremendous amount of short selling in our sample: short sales represent 24% of NYSE and 31% of Nasdaq share volume. Short sellers increase their trading following positive returns and they correctly predict future negative abnormal returns. These patterns are robust to controlling for voluntary liquidity provision and for opportunistic risk-bearing by short sellers. The results are consistent with short sellers trading on short-term overreaction of stock prices. A trading strategy based on daily short-selling activity generates significant positive returns during the sample period.]

Short-Sale Strategies and Return Predictability

Review of Financial Studies 2009 22(2), 575-607 open access
We examine short selling in US stocks based on new SEC-mandated data for 2005. There is a tremendous amount of short selling in our sample: short sales represent 24% of NYSE and 31% of Nasdaq share volume. Short sellers increase their trading following positive returns and they correctly predict future negative abnormal returns. These patterns are robust to controlling for voluntary liquidity provision and for opportunistic risk-bearing by short sellers. The results are consistent with short sellers trading on short-term overreaction of stock prices. A trading strategy based on daily short-selling activity generates significant positive returns during the sample period.

Misvaluing Innovation

Review of Financial Studies 2013 26(3), 635-666 open access
AFA Meetings in Chicago for helpful comments and suggestions. We are grateful for funding from the We demonstrate that a firm’s ability to innovate is predictable, persistent, and relatively simple to compute, and yet the stock market ignores the implications of past successes when valuing future innovation. We show that two firms that invest the exact same in research and development (R&D) can have quite divergent, but predictably divergent, future paths. Our approach is based on the simple premise that while future outcomes associated with R&D investment are uncertain, the past track records of firms may give insight into their potential for future success. We show that a long-short portfolio strategy that takes advantage of the information in past track records earns abnormal returns of roughly 11 percent per year. Importantly, these past track records also predict divergent future real outcomes in patents, patent citations, and new product innovations. Firms engage in a variety of activities. Some of these activities are straightforward, and easy to assess how they will impact firm value (e.g., maintenance capital expenditures). However, some of these activities, while crucially important for the discounted value of a