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Do Measures of Financial Constraints Measure Financial Constraints?

Review of Financial Studies 2016 29(2), 271-308
Financial constraints are fundamental to empirical research in finance and economics. We propose two tests to evaluate how well measures of financial constraints actually capture constraints. We find that firms typically classified as constrained do not actually behave as if they were constrained: they have no trouble raising debt when their demand for debt increases exogenously and use the proceeds of equity issues to increase payouts to shareholders. Our evidence suggests that extant findings that have been attributed to constraints may instead reflect differences in the growth and financing policies of firms at different stages of their life cycles.

Corporate Investment and Stock Market Listing: A Puzzle?

Review of Financial Studies 2015 28(2), 342-390
We investigate whether short-termism distorts the investment decisions of stock market-listed firms. To do so, we compare the investment behavior of observably similar public and private firms, using a new data source on private U.S. firms and assuming for identification that closely held private firms are subject to fewer short-termist pressures. Our results show that compared with private firms, public firms invest substantially less and are less responsive to changes in investment opportunities, especially in industries in which stock prices are most sensitive to earnings news. These findings are consistent with the notion that short-termist pressures distort investment decisions.

Patent trolls and startup employment

Journal of Financial Economics 2019 133(3), 708-725
We analyze how frivolous patent infringement claims made by nonpracticing entities (NPEs, or “patent trolls”) affect startups’ ability to grow and create jobs, innovate, and raise capital. Our identification strategy exploits the staggered adoption of anti-troll laws in 32 US states. The laws lead to a 4.4% increase in employment at high-tech startups—an increase driven by IT firms, a frequent target of NPEs. Increased access to financing, both venture capital and patent-backed lending, is a key channel driving our findings. Measures aimed at curbing the threat posed by NPEs can thus help reduce the real and financing frictions faced by startups.

The Deregulation of the Private Equity Markets and the Decline in IPOs

Review of Financial Studies 2020 33(12), 5463-5509 open access
The deregulation of securities laws—in particular the National Securities Markets Improvement Act (NSMIA) of 1996—has increased the supply of private capital to late-stage private startups, which are now able to grow to a size that few private firms used to reach. NSMIA is one of a number of factors that have changed the going-public versus staying-private trade-off, helping bring about a new equilibrium where fewer startups go public, and those that do are older. This new equilibrium does not reflect an initial public offering (IPO) market failure. Rather, founders are using their increased bargaining power vis-à-vis investors to stay private longer.

Do Measures of Financial Constraints Measure Financial Constraints?

Review of Financial Studies 2016 29(2), 271-308
Financial constraints are fundamental to empirical research in finance and economics. We propose two tests to evaluate how well measures of financial constraints actually capture constraints. We find that firms typically classified as constrained do not actually behave as if they were constrained: they have no trouble raising debt when their demand for debt increases exogenously and use the proceeds of equity issues to increase payouts to shareholders. Our evidence suggests that extant findings that have been attributed to constraints may instead reflect differences in the growth and financing policies of firms at different stages of their life cycles.

What Is a Patent Worth? Evidence from the U.S. Patent “Lottery”

Journal of Finance 2020 75(2), 639-682 open access
We provide evidence on the value of patents to startups by leveraging the quasi‐random assignment of applications to examiners with different propensities to grant patents. Using unique data on all first‐time applications filed at the U.S. Patent Office since 2001, we find that startups that win the patent “lottery” by drawing lenient examiners have, on average, 55% higher employment growth and 80% higher sales growth five years later. Patent winners also pursue more, and higher quality, follow‐on innovation. Winning a first patent boosts a startup’s subsequent growth and innovation by facilitating access to funding from venture capitalists, banks, and public investors.

Financing Payouts

Journal of Financial and Quantitative Analysis 2025 60(4), 1586-1624 open access
We find that 43% of firms that make payouts also raise capital during the same year, resulting in 31% of aggregate payouts being externally financed, primarily with debt. Most financed payouts cannot be explained by payout smoothing in response to volatile earnings or investment (rather, they are the result of firms persistently setting payouts above free cash flow). In fact, 25% of aggregate payouts could not have been paid without the firms simultaneously raising capital. Profitable firms with moderate growth use debt-financed payouts to jointly manage their leverage and cash, thus highlighting the close relationship between payout and capital structure decisions.

Corporate Investment and Stock Market Listing: A Puzzle?

Review of Financial Studies 2015 28(2), 342-390
We investigate whether short-termism distorts the investment decisions of stock market-listed firms. To do so, we compare the investment behavior of observably similar public and private firms, using a new data source on private U.S. firms and assuming for identification that closely held private firms are subject to fewer short-termist pressures. Our results show that compared with private firms, public firms invest substantially less and are less responsive to changes in investment opportunities, especially in industries in which stock prices are most sensitive to earnings news. These findings are consistent with the notion that short-termist pressures distort investment decisions.