Publications |
"Shocks and Technology Adoption: Evidence from Electronic Payment Systems "
(with Nicolas Crouzet and Apoorv Gupta), The Journal of Political Economy, 2023
Theories of coordination failures in technology adoption have been influential in economics, but empirical evidence on their importance is limited. This paper studies the role of this friction in the adoption of digital payments systems, using data from the largest provider of electronic wallets in India during the 2016 Demonetization. Our empirical strategy exploits variation in the intensity with which Indian districts were exposed to the cash contraction induced by the Demonetization. Consistent with a dynamic technology adoption model with complementarities, we show that the rate of adoption of the technology increased persistently in response to the large but temporary cash contraction. Estimates of the model indicate that the 6-month adoption response would have been 45\% lower absent adoption complementarities. This suggests that large but temporary policy interventions can resolve coordination failures in technology adoption, though we highlight an important limitation of this logic: temporary interventions can also exacerbate initial differences in adoption across regions or markets.
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"Financial Disruptions and the Organization of Innovation: Evidence from the Great Depression"
(with Tania Babina, Asaf Bernstein), The Review of Financial Studies, 2023.
This work has previously circulated as "Crisis Innovation."
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.
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"Investor Tax Credits and Entrepreneurship: Evidence from U.S. States"
(with Matthew Denes, Sabrina Howell, Xinxin Wang, and Ting Xu), The Journal of Finance, 2023
This work builds on two previous papers "Financing Entrepreneurship through the Tax Code: Angel Investor Tax Credits," by Howell and Mezzanotti (NBER WP), and "Financing Entrepreneurship: Tax Incentives for Early-Stage Investors" by Denes, Wang, and Xu.
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.
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"Capital Destruction and Economic Growth: The Effects of Sherman's March, 1850-1920"
(with James J. Feigenbaum, and James Lee), American Economic Journal: Applied, 2022
Using General William Sherman’s 1864-65 military march through Georgia, South Carolina, and North Carolina during the American Civil War, this paper studies the effect of capital destruction on short- and long-run local economic activity, and the role of financial markets in the recovery process. We match an 1865 US War Department map of Sherman’s march to county level demographic, agricultural, and manufacturing data from 1850-1920 US Censuses. We show that the capital destruction induced by the March led to a large contraction in agricultural investment, farming asset prices, and manufacturing activity. Elements of the decline in agriculture persisted through 1920. Using information on local banks and access to credit, we argue that the underdevelopment of financial markets played a role in weakening the recovery.
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"Roadblock to Innovation: The Role of Patent Litigation in Corporate R&D"
Management Science, 2021
I examine how patent enforcement affects corporate R&D, exploiting the legal changes induced by the Supreme Court decision "eBay v. MercExchange." This ruling increased courts' flexibility in remedying patent cases, and effectively lowered the potential costs of patent litigation for defendants. For identification, I compare innovative activity across firms differentially exposed to patent litigation before the ruling. Across several measures, I find that the decision led to a general increase in innovation. This result confirms that the changes in enforcement induced by the ruling reduced some of the distortions caused by patent litigation. Exploring the channels, I show that patent litigation negatively affects investment because it lowers the returns from R&D and exacerbates its financing constraints.
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"Sovereign debt exposure and the bank lending channel: impact on credit supply and the real economy"
(with Margherita Bottero, and Simone Lenzu), Journal of International Economics, 2020.
In the context of the European crisis, we show that the security portfolio of banks plays an important role in the propagation of financial shocks across countries. Using Italian loan-level data, we show that the shock to the banks' sovereign portfolio caused by the 2010 Greek bailout was passed on to Italian firms through a credit contraction. This was particularly the case for banks with weaker balance sheet. The contraction in credit was similar for both large and small firms, but it only negatively affected the investment and employment decisions of smaller firms.
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"Patent Policy and American Innovation After eBay: An Empirical Examination"
(with Tim Simcoe), Research Policy, 2019
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"Private Equity and Financial Fragility during the Crisis"
(with Shai Bernstein and Josh Lerner), The Review of Financial Studies, 2019
Do private equity firms contribute to financial fragility during economic crises? We find that during the 2008 financial crisis, PE-backed companies increased investments relative to their peers, while also experiencing greater equity and debt inflows. The effects are stronger among financially constrained companies and those whose private equity investors had more resources at the onset of the crisis. PE-backed companies consequentially experienced higher asset growth and increased market share during the crisis.
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Other Publications |
"Private Equity and Portfolio Companies: Lessons from the Global Financial Crisis"
(with Shai Bernstein and Josh Lerner), Journal of Applied Corporate Finance, 2020
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Working Papers |
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"Research and/or Development? Financial Frictions and Innovation Investment"
(with Tim Simcoe), September 2023, R&R The Journal of Finance
U.S. firms have reduced their investment in scientific research (“R”) compared to product development (“D”), raising questions about the returns to each type of investment, and about the reasons for this shift. We use Census data that disaggregates “R” from “D” to study how US firms adjust their innovation investments in response to an external increase in funding cost. Companies with greater demand for refinancing during the 2008 financial crisis, made larger cuts to R&D investment. This reduction in R&D is achieved almost entirely by reducing investment in research. Development remains essentially unchanged. If other firms patenting similar technologies must refinance, however, then Development investment declines. We interpret the latter result as evidence of technological competition: firms are reluctant to cut Development expenditures when that could place them at a disadvantage compared to potential rivals.
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"Demographics and Technology Diffusion: Evidence from Mobile Payments"
(with Nicolas Crouzet, Pulak Ghosh, and Apoorv Gupta), April 2024
Using data on the adoption of mobile payment systems in India, we argue that the age composition of the population can impact the diffusion of new technologies. Evidence from a leading Indian bank shows that younger adults tend to prefer mobile payments over traditional cards. In a model of technology adoption, these age-driven differences in attitudes toward technology create stronger adoption incentives for businesses facing younger consumers. We validate this prediction using store-level data on mobile payment adoption by merchants. Our findings suggest that demographics can pose an obstacle to the diffusion of financial innovation.
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"Innovation and Appropriability: Revisiting the Role of Intellectual Property"
(with Tim Simcoe), September 2023
It is more than 25 years since the authors of the Yale and Carnegie surveys studied how firms seek to protect the rents from innovation. In this paper, we revisit that question using a nationally representative sample of firms over the period 2008-2015, with the goal of updating and extending a set of stylized facts that has been influential for our understanding of the economics of innovation. There are five main findings. First, while patenting firms are relatively uncommon in the economy, they account for an overwhelming share of R&D spending. Second, utility patents are considered less important than other forms of IP protection, like trade secrets, trademarks, and copyrights. Third, industry differences explain a great deal of the level of firms' engagement with IP, with high-tech firms on average being more active on all forms of IP. Fourth, we do not find any significant difference in the use of IP strategies across firms at different points of their life cycle. Lastly, unlike age, firms of different size appear to manage IP significantly differently. On average, larger firms tend to engage much more extensively in the protection of IP, and this pattern cannot be easily explained by differences in the type of R&D or innovation produced by a firm. We also discuss the implications of these findings for innovation research and policy.
"Technology Adoption and Career Concerns: Evidence from the Adoption of Digital Technology in Motion Pictures"
(with Grant Goehring and S. Abraham Ravid), February 2024
This paper studies the impact of career concerns on technological change by analyzing the adoption of digital cinematography in the US 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) as well as 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 and that this effect appears to be explained by career concerns, rather than alternative motives we consider and analyze. Technological savvy also plays a role.
"Bank Distress and Manufacturing: Evidence from the Great Depression"
(with James Lee), August 2017
Using newly digitized data from the US Censuses of Manufactures, we examine the importance of bank distress in explaining the decline in the economic activity during the Great Depression. Our research design compares the within-MSA behavior of industries that are more or less dependent on external finance across areas that experienced different levels of bank distress between 1929 and 1933. We show that employment, value added, and establishment count contracted relatively more in industries more dependent on external finance than other industries in response to bank distress. Using an instrumental variable design and a set of placebo tests, we confirm the causal interpretation of our results. Lastly, we document that the credit shock appeared to have some persistent effect on industry composition. Our estimates confirm that that disruption in the banking sector had a sizable impact on the manufacturing sector.
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