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Innovation, Patenting and Appropriability: Survey Evidence from a Nationally Representative Sample of U.S. Firms

The Review of Economics and Statistics 2026
We document a series of stylized facts about how firms seek to protect the rents from innovation, using a large nationally representative survey of U.S. businesses over the period 2008-2015. Just 1.4 percent of firms obtain patents, but these patenting firms account for 87 percent of R&D investment. Firms consider utility patents less important than other forms of IP protection, like trade secrets, trademarks, and copyrights. Firm industry and size are strongly correlated with firms’ use of all types of intellectual property, but firm-age is not. Implications for innovation research and policy are discussed.

Financial Disruptions and the Organization of Innovation: Evidence from the Great Depression

Review of Financial Studies 2023 36(11), 4271-4317
We examine innovation following the Great Depression using data on a century’s worth of U.S. patents and a difference-in-differences design that exploits regional variation in the crisis severity. Harder-hit areas experienced large and persistent declines in independent patenting, mostly reflecting the disruption in access to finance during the crisis. This decline was larger for young and inexperienced inventors and lower-quality patents. In contrast, innovation by large firms increased, especially among young and inexperienced inventors. Overall, the Great Depression contributed to the decline in technological entrepreneurship and accelerated the shift of innovation into larger firms.

Technology Adoption and Career Concerns: Evidence from the Adoption of Digital Technology in Motion Pictures

The Review of Corporate Finance Studies 2026 open access
This paper studies the impact of career concerns on technological change by analyzing the adoption of digital cinematography in the U.S. motion picture industry. This setting allows us to collect rich data on the adoption of this new technology at the project level (i.e., movie) and on the career of the main decision-maker (i.e., director). We find that early-career directors played a leading role in the adoption of digital technology, an effect that appears to be explained by career concerns, rather than alternative motives we consider and analyze. Technological savviness also plays a role.

Private Equity and Financial Fragility during the Crisis

Review of Financial Studies 2019 32(4), 1309-1373 open access
Does private equity (PE) contribute to financial fragility during economic crises? The proliferation of poorly structured transactions during booms may increase the vulnerability of the economy to downturns. During the 2008 crisis, PE-backed companies decreased investments less than did their peers and experienced greater equity and debt inflows, higher asset growth, and increased market share. These effects are especially strong among financially constrained companies and those whose PE investors had more resources at the crisis onset. In a survey, PE firms report being active investors during the crisis and spending more time working with their portfolio companies. Received July 19, 2017; editorial decision March 7, 2018 by Editor Wei Jiang.

Shocks and Technology Adoption: Evidence from Electronic Payment Systems

Journal of Political Economy 2023 131(11), 3003-3065
We provide evidence on the importance of coordination frictions in technology adoption, using data from a large provider of electronic wallets during the Indian demonetization. Exploiting geographical variation in exposure to the demonetization, we show that adoption of the wallet increased persistently in response to the large but temporary cash contraction, consistent with the predictions of a technology adoption model with complementarities. Model estimates indicate that adoption would have been 45% lower without complementarities. Our results illustrate how large but temporary interventions can help overcome coordination frictions, though we caution that such interventions may also exacerbate initial differences in adoption.

Investor Tax Credits and Entrepreneurship: Evidence from U.S. States

Journal of Finance 2023 78(5), 2621-2671
Angel investor tax credits are used globally to spur high‐growth entrepreneurship. Exploiting their staggered implementation in 31 U.S. states, we find that they increase angel investment yet have no significant impact on entrepreneurial activity. Two mechanisms explain these results: crowding out of alternative financing and low sensitivity of professional investors to tax credits. With a large‐scale survey and a stylized model, we show that low responsiveness among professional angels may reflect the fat‐tailed return distributions that characterize high‐growth startups. The results contrast with evidence that direct subsidies to firms have positive effects, raising concerns about promoting entrepreneurship with investor subsidies.