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The local innovation spillovers of listed firms

Journal of Financial Economics 2021 141(2), 395-412
This paper provides evidence of local innovation spillovers (i.e., innovation by one firm fostering innovation by neighboring firms). First, I document that exogenous shocks to innovation by listed firms affect innovation by private firms in the same geographical area and that such local innovation spillovers decline rapidly with distance. Second, these local innovation spillovers stem from knowledge diffusing locally through two channels: learning across local firms and inventors moving from their employer to both existing firms and newly started spin-outs. Finally, I study the two-way relations between innovation spillovers and the availability of capital. I find that local innovation spillovers cause venture capital funds from outside the area to invest more in the local area, and that capital availability amplifies local innovation spillovers.

Bank-Branch Supply, Financial Inclusion, and Wealth Accumulation

Review of Financial Studies 2019 32(12), 4767-4809
[This paper studies how financial inclusion affects wealth accumulation. Exploiting the U.S. interstate branching deregulation between 1994 and 2005, we find that an exogenous expansion of bank branches increases low-income household financial inclusion. We then show that financial inclusion fosters household wealth accumulation. Relative to their unbanked counterparts, banked households accumulate assets in interest-bearing accounts, invest more in durable assets, such as vehicles, have a better access to debt, and have a lower probability of facing financial strain. The results suggest that promoting financial inclusion for low-income populations can improve household wealth accumulation and financial security.]

Bank-Branch Supply, Financial Inclusion, and Wealth Accumulation

Review of Financial Studies 2019 32(12), 4767-4809 open access
Abstract This paper studies how financial inclusion affects wealth accumulation. Exploiting the U.S. interstate branching deregulation between 1994 and 2005, we find that an exogenous expansion of bank branches increases low-income household financial inclusion. We then show that financial inclusion fosters household wealth accumulation. Relative to their unbanked counterparts, banked households accumulate assets in interest-bearing accounts, invest more in durable assets, such as vehicles, have a better access to debt, and have a lower probability of facing financial strain. The results suggest that promoting financial inclusion for low-income populations can improve household wealth accumulation and financial security. Received April 13, 2017; editorial decision November 14, 2018 by Editor Stijn Van Nieuwerburgh. Authors have furnished an Internet Appendix, which is available on the Oxford University Press Web site next to the link to the final published paper online.

The Real Effects of Lending Relationships on Innovative Firms and Inventor Mobility

Review of Financial Studies 2017 30(7), 2413-2445
We study how relationship lending determines the financing of innovation. Exploiting a negative shock to relationships, we show that it reduces the number of innovative firms, especially those that depend more on relationship lending such as small, opaque firms. This credit supply shock leads to reallocation of inventors whereby young and productive inventors leave small firms and move out of geographical areas where lending relationships are hurt. Overall, our results show that credit markets affect both the level of innovation activity and the distribution of innovative human capital across the economy.

The Real Effects of Lending Relationships on Innovative Firms and Inventor Mobility

Review of Financial Studies 2017 30(7), 2413-2445
We study how relationship lending determines the financing of innovation. Exploiting a negative shock to relationships, we show that it reduces the number of innovative firms, especially those that depend more on relationship lending such as small, opaque firms. This credit supply shock leads to reallocation of inventors whereby young and productive inventors leave small firms and move out of geographical areas where lending relationships are hurt. Overall, our results show that credit markets affect both the level of innovation activity and the distribution of innovative human capital across the economy.Received April 11, 2013; editorial decision May 25, 2016 by Editor Andrew Karolyi.

RETRACTED BY THE AUTHORS: Dividend Taxes and the Allocation of Capital

American Economic Review 2022 112(9), 2884-2920
This paper investigates the 2013 threefold increase in the French dividend tax rate. Using administrative data covering the universe of firms from 2008 to 2017 and a quasi-experimental setting, we find that firms swiftly cut dividend payments and used this tax-induced increase in liquidity to invest more. Heterogeneity analyses show that firms with high demand and returns on capital responded most while no group of firms cut their investment. Our results reject models in which higher dividend taxes increase the cost of capital and show that the tax-induced increase in liquidity relaxes credit constraints, which can reduce capital misallocation. (JEL D22, G31, G35, H25, H32)

Can Innovation Help U.S. Manufacturing Firms Escape Import Competition from China?

Journal of Finance 2018 73(5), 2003-2039
ABSTRACT We study whether R&D‐intensive firms are more resilient to trade shocks. We correct for the endogeneity of R&D using tax‐induced changes to R&D costs. While rising imports from China lead to slower sales growth and lower profitability, these effects are significantly smaller for firms with a larger stock of R&D (about half when moving from the bottom quartile to the top quartile of R&D). We provide evidence that this effect is explained by R&D allowing firms to increase product differentiation. As a result, while firms in import‐competing industries cut capital expenditures and employment, R&D‐intensive firms downsize considerably less.

Financial inclusion, economic development, and inequality: Evidence from Brazil

Journal of Financial Economics 2024 156, 103854 open access
We study a financial inclusion policy targeting Brazilian cities with low bank branch coverage using data on the universe of employees from 2000–2014. The policy leads to bank entry and to similar increases in both deposits and lending. It also fosters entrepreneurship, employment, and wage growth, especially for cities initially in banking deserts. These gains are not shared equally and instead increase with workers’ education, implying a substantial increase in wage inequality. The changes in inequality are concentrated in cities where the initial supply of skilled workers is low, indicating that talent scarcity can drive how financial development affects inequality.

Do managers overreact to salient risks? Evidence from hurricane strikes

Journal of Financial Economics 2017 126(1), 97-121
We study how managers respond to hurricane events when their firms are located in the neighborhood of the disaster area. We find that the sudden shock to the perceived liquidity risk leads managers to increase corporate cash holdings and to express more concerns about hurricane risk in 10-Ks/10-Qs, even though the actual risk remains unchanged. Both effects are temporary. Over time, the perceived risk decreases, and the bias disappears. The distortion between perceived and actual risk is large, and the increase in cash is suboptimal. Overall, managerial reaction to hurricanes is consistent with salience theories of choice.

Misallocation and Capital Market Integration: Evidence From India

Econometrica 2023 91(1), 67-106 open access
We show that foreign capital liberalization reduces capital misallocation and increases aggregate productivity for affected industries in India. The staggered liberalization of access to foreign capital across disaggregated industries allows us to identify changes in firms' input wedges, overcoming major challenges in the measurement of the effects of changing misallocation. Liberalization increases capital overall. For domestic firms with initially high marginal revenue products of capital (MRPK), liberalization increases revenues by 23%, physical capital by 53%, wage bills by 28%, and reduces MRPK by 33% relative to low MRPK firms. The effects of liberalization are largest in areas with less developed local banking sectors, indicating that inefficiencies in that sector may cause misallocation. Finally, we propose an assumption under which a novel method exploiting natural experiments can be used to bound the effect of changes in misallocation on treated industries' aggregate productivity. These industries' Solow residual increases by 3–16%.