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Disclosing Labor Demand: Evidence from Online Job Postings

The Accounting Review 2025 100(5), 345-374 open access
I study disclosure choices in job postings and the following tradeoff: detailed postings inform and attract optimal job applicants (labor market channel) but could simultaneously inform competitors in labor and product markets (proprietary costs channel). First, I provide evidence consistent with a proprietary costs channel. Conditional on a set of labor demand characteristics, private firms and redacting firms write shorter postings (i.e., less contextual specificity), and postings are more often anonymous in high-secrecy industries. Then, I exploit the implementation of federal trade secrecy protections as a shock to both innovation and opacity incentives to assess the balance between the two channels. After implementation, firms demand higher skill levels for innovative jobs, consistent with protections spurring innovation. However, contextual specificity decreases, in line with the proprietary costs channel, as protections are maximized when firms remain opaque regarding innovation. This decrease is attenuated in tight labor markets, consistent with the proposed tradeoff. Data Availability: Data used in this study are available from sources identified in the manuscript.

For Richer, for Poorer: Bankers' Liability and Bank Risk in New England, 1867 to 1880

Journal of Finance 2021 76(3), 1541-1599 open access
We study whether banks are riskier if managers have less liability. We focus on New England between 1867 and 1880 and consider the introduction of marital property laws that limited liability for newly wedded bankers. We find that banks with managers who married after a law had higher leverage, delayed loss recognition, made more risky and fraudulent loans, and lost more capital and deposits in the Long Depression of 1873 to 1878. These effects were most pronounced for bankers with the largest reduction in liability. We find no evidence that limiting liability increased firm investment at the county level.