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A Mind Is a Terrible Thing to Change: Confirmatory Bias in Financial Markets

Review of Financial Studies 2017 30(6), 2066-2109
This paper studies the impact of the confirmatory bias on financial markets. We propose a model in which some traders may ignore new evidence inconsistent with their favorite hypothesis regarding the state of the world. The confirmatory bias provides a unified rationale for several existing stylized facts, including excess volatility, excess volume, and momentum. It also delivers novel predictions for which we find empirical support using data on analysts' earnings forecasts: traders update beliefs depending on the sign of past signals and previous beliefs, and, at the stock level, differences of opinion are larger when past signals have different signs.

Input Specificity and the Propagation of Idiosyncratic Shocks in Production Networks *

Quarterly Journal of Economics 2016 131(3), 1543-1592 open access
This article examines whether firm-level idiosyncratic shocks propagate in production networks. We identify idiosyncratic shocks with the occurrence of natural disasters. We find that affected suppliers impose substantial output losses on their customers, especially when they produce specific inputs. These output losses translate into significant market value losses, and they spill over to other suppliers. Our point estimates are economically large, suggesting that input specificity is an important determinant of the propagation of idiosyncratic shocks in the economy.

The Environmental Bias of Corporate Income Taxation

American Economic Review 2026 116(9), 3510-3551
We study the relationship between corporate income taxation and carbon dioxide (CO 2 ) emissions in the United States. We show CO 2 -intensive firms benefit more from the tax advantage of debt and pay lower income taxes on their capital income. Building on these new facts, we provide evidence that a cut in the corporate income tax rate leads to a larger expansion of clean firms. We develop a multisector general equilibrium model that accounts for our evidence and quantify the impact of corporate tax reforms on aggregate emissions. A policy that eliminates the tax advantage of debt could reduce aggregate emissions without affecting GDP.

Are Executives in Short Supply? Evidence from Death Events

Review of Economic Studies 2024 91(1), 519-559 open access
Using exhaustive administrative data on Italian social security records, we construct measures of local labour market thickness for executives that vary by industry and location. We show that firm performance is strongly and persistently affected by executive death, but only in thin local labour markets. The new executives hired after death events in thin local labour markets have lower education levels and are more likely to be replaced. These predictions are consistent with a simple model of executive search in which market thickness determines the arrival rate of applications for executive positions.

Bottom-Up Corporate Governance

Review of Finance 2013 17(1), 161-201 open access
This article empirically relates the internal organization of a firm with decision making quality and corporate performance. We call “independent from the CEO” a top executive who joined the firm before the current CEO was appointed. In a very robust way, firms with a smaller fraction of independent executives exhibit (1) a lower level of profitability and (2) lower shareholder returns following large acquisitions. These results are unaffected when we control for traditional governance measures such as board independence or other well-studied shareholder friendly provisions. One interpretation is that “independently minded” top ranking executives act as a counter-power imposing strong discipline on their CEO, even though they are formally under his authority.

Causal effects of closing businesses in a pandemic

Journal of Financial Economics 2024 154, 103794 open access
We study whether state-level mandatory business closures implemented in response to the outbreak of the Covid-19 causally affect economic and health outcomes. Using plausibly exogenous variations in exposure to these restrictions, we find that they impose substantial losses to firms and workers, the former bearing approximately two thirds of the cost, consistent with firms partially insuring their workers. We show that mandatory business closures have a significant negative causal effect on mortality rates, particularly in areas featuring contact-intensive occupations. We discuss the assumptions under which the health benefits of business closures exceed their associated economic costs.

The Labor Market Effects of Loan Guarantee Programs

Review of Financial Studies 2024 37(8), 2315-2354
We investigate the labor market effects of a loan guarantee program targeting French SMEs during the financial crisis. Exploiting differences in regional treatment intensity in a border discontinuity design, we uncover a central trade-off for such interventions. While the program has a positive impact on workers’ employment and earnings trajectories that translates into positive aggregate employment effects, it dampens the worker reallocation toward more productive firms that happens following recessions, and particularly so for high-skill workers. This labor allocation effect is economically significant and translates into a reduction in aggregate productivity.

The Globalization Risk Premium

Journal of Finance 2019 74(5), 2391-2439 open access
In this paper, we investigate how globalization is reflected in asset prices. We use shipping costs to measure firms' exposure to globalization. Firms in low shipping cost industries carry a 7% risk premium, suggesting that their cash flows covary negatively with investors' marginal utility. We find that the premium emanates from the risk of displacement of least efficient firms triggered by import competition. These findings suggest that foreign productivity shocks are associated with times when consumption is dear for investors. We discuss conditions under which a standard model of trade with asset prices can rationalize this puzzle.

A Mind Is a Terrible Thing to Change: Confirmatory Bias in Financial Markets

Review of Financial Studies 2017 30(6), 2066-2109
This paper studies the impact of the confirmatory bias on financial markets. We propose a model in which some traders may ignore new evidence inconsistent with their favorite hypothesis regarding the state of the world. The confirmatory bias provides a unified rationale for several existing stylized facts, including excess volatility, excess volume, and momentum. It also delivers novel predictions for which we find empirical support using data on analysts’ earnings forecasts: traders update beliefs depending on the sign of past signals and previous beliefs, and, at the stock level, differences of opinion are larger when past signals have different signs. Received May 7, 2014; editorial decision September 12, 2016 by Editor David Hirshleifer.

Import Competition and Household Debt

Journal of Finance 2022 77(6), 3037-3091 open access
We analyze the effect of import competition on household balance sheets using individual data on consumer finances. We exploit variation in local industry exposure to foreign competition to study households' response to the income shock triggered by China's accession to the World Trade Organization. We show that household debt increases significantly in regions where manufacturing industries are more exposed to import competition. The effects are driven by home equity extraction and are concentrated in areas with strong house price growth. Our results highlight the role played by mortgage markets in absorbing displacement shocks triggered by globalization.