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Investment over the Business Cycle: Insights from College Major Choice

Journal of Labor Economics 2021 39(4), 1043-1082 open access
How does personal exposure to economic conditions affect individual human capital investment choices? Focusing on bachelor’s degree recipients, we find that cohorts exposed to higher unemployment rates during typical schooling years select majors that earn higher wages, have better employment prospects, and lead to work in a related field. Conditional on expected earnings, recessions also encourage women to enter male-dominated fields, and students of both genders pursue more difficult majors. We conclude that economic environments change how students select majors, and we find evidence that students who respond to the business cycle enjoy earnings typical of their new majors.

Evaluating Firm-Level Expected-Return Proxies: Implications for Estimating Treatment Effects

Review of Financial Studies 2021 34(4), 1907-1951 open access
Abstract We introduce a parsimonious framework for choosing among alternative expected-return proxies (ERPs) when estimating treatment effects. By comparing ERPs’ measurement error variances in the cross-section and in the time series, we provide new evidence on the relative performance of firm-level ERPs nominated by recent studies. Generally, “implied-costs-of-capital” metrics perform best in the time series, whereas “characteristic-based” proxies perform best in the cross-section. Factor-based ERPs, even the latest renditions, perform poorly. We revisit four prior studies that use ex ante ERPs and illustrate how this framework can potentially alter either the sign or the magnitude of prior inferences.

Why do banks target ROE?

Journal of Financial Stability 2021 54, 100856 open access
Until the 1970s, both banks and nonfinancial corporations relied on performance targets linked to their earnings per share (EPS). Over the next few decades, banks rapidly changed to emphasize return on equity (ROE) as a performance target. Investors seem aware of this change because ROE growth (EPS growth) better explains banks’ (nonfinancials’) stock market values. Also, manager compensation linked to ROE is more common for banks than for nonfinancials. This paper presents a model of a bank subject to fixed-rate deposit insurance and facing increasing competition that erodes its charter value. When the bank chooses its capital to maximize its shareholder value, its performance based on ROE appears better than its performance based on EPS. Thus, the increase in competition that started in the 1970s, along with fixed-rate deposit insurance, may explain banks’ growing preference for ROE over EPS as a performance target.

Internal Labor Markets, Wage Convergence, and Investment

Journal of Financial and Quantitative Analysis 2021 56(4), 1192-1227 open access
Abstract I document wage convergence in conglomerates using detailed plant-level data: Workers in low-wage industries collect higher-than-industry wages when the diversified firm also operates in high-wage industries. I confirm this effect by exploiting the implementation of the North American Free Trade Agreement (NAFTA) and changes in minimum wages at the state level as sources of exogenous increases in wages in some plants. I then track the evolution of wages of the remaining workers of the firm, relative to workers of unaffiliated plants. Plants where workers collect higher-than-industry wages operate with higher capital intensity, suggesting that internal labor markets may affect investment decisions in internal capital markets.

Does litigation change managers’ beliefs about the value of voluntarily disclosing bad news?

Review of Accounting Studies 2021 26(4), 1456-1491 open access
Abstract Research suggests that earnings-disclosure-related litigation causes managers to reduce subsequent disclosure, perhaps stemming from a belief that even their good faith disclosures will cause them trouble. This paper considers unexplored dimensions of disclosure and alternative channels of disclosure to provide additional evidence that speaks to how litigation shapes managers’ disclosure strategies. Consistent with Skinner (1994)’s classic legal liability hypothesis, we find that, while managers reduce and delay forecasts of positive earnings news following litigation, they increase the frequency and timeliness of their bad news forecasts. Moreover, many managers who were nonguiders prior to facing legal scrutiny begin guiding following litigation. Managers also maintain (if not increase) the information they provide via press releases and during conference calls following litigation. Supporting the notion that managers use disclosure to walk down expectations, additional analyses document an increase in the likelihood that lawsuit firms report earnings that beat consensus forecasts in the post-lawsuit period. Collectively, our evidence suggests that following litigation managers continue to view disclosure as a valuable tool that shapes their firms’ information environments and reduces expected legal costs. In so doing, it supports an important alternative viewpoint of how firms respond to litigation as well as the effectiveness of litigation as a disciplining mechanism.

What’s wrong with Pittsburgh? Delegated investors and liquidity concentration

Journal of Financial Economics 2021 139(2), 337-358 open access
What makes an asset institutional quality? This paper proposes that one reason is the existing concentration of delegated investors in a market through a liquidity channel. Consistent with this intuition, it documents differences in investor composition across US cities and shows that delegated investors concentrate their investments in cities with higher turnover. It then estimates a search model showing how heterogeneity in liquidity preferences makes some markets more liquid, even when assets have identical cash flows. The paper provides evidence for clientele equilibria arising in frictional asset markets and suggests that a liquidity channel may explain divergent paths in city development.

How economic policy uncertainty affects the cost of raising equity capital: Evidence from seasoned equity offerings

Journal of Financial Stability 2021 53, 100841 open access
Economic policy uncertainty (EPU) increases the cost of raising equity capital, especially when the economy is weak. A one standard deviation increase in the EPU index developed by Baker, Bloom, and Davis (2016) is associated with a 43 basis point increase in the price discount of seasoned equity offerings (SEOs) during the 2000−2014 period. The cross-sectional analysis shows that the EPU effect on SEO discounts is stronger for firms with greater dependence on government spending, less informative stock price, or a smaller EPU beta. Moreover, there are fewer SEO activities in periods when there is a high degree of policy uncertainty.

Financial distress risk and stock price crashes

Journal of Corporate Finance 2021 67, 101870 open access
This study uses 462,678 monthly observations of US-listed firms for the period 1990–2018 to document a strong positive relationship between short-term changes in financial distress risk and future stock price crashes. This result is economically significant as a one interquartile increase of the main explanatory variable in any month increases the probability of a stock price crash by 8.33% relative to its mean value. The findings withstand controls for a large array of variables, firm-fixed effect estimations, and alternative definitions of distress and crash risk measures; they are also robust to a range of tests conducted to buttress against endogeneity concerns. The study conducts analyses demonstrating that the positive distress-crash risk relationship is driven by managerial opportunism that seeks to camouflage bad news that has an adverse effect on firms' economic fundamentals. Accordingly, the findings corroborate an agency theory explanation for the impact of distress risk on stock price crashes. This study offers practical insights to investors, who should be vigilant of a firm's distress risk, as sudden short-term increases underscore withheld negative information pertinent to crash risk problems.

The role of institutional investors in corporate and entrepreneurial finance

Journal of Corporate Finance 2021 66, 101833 open access
Institutional investors, collectively the majority shareholders of most publicly traded corporations, play important roles in almost all aspects of corporate finance. This special issue puts together sixteen papers covering a wide range of topics, such as M&As, capital structure, bonds and loans, corporate governance, IPOs, VCs, SEOs, broker/underwriter relationships, behavioral finance, corporate disclosure, and regulation. These special issue papers demonstrate that institutional investors, a traditional focus of investments research, are worthy of continued and further academic inquiry in many corporate finance topics. In terms of directions for future research, we believe that the availability of new datasets (or existing datasets not yet widely used in corporate finance) and the application of new or unique research methodologies could bear fruit for researchers, as demonstrated by some papers in this special issue. In terms of datasets, the success of Abel Noser institutional trading data serves as a good example.