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Learning in the Limit: Income Inference from Credit Extensions

Journal of Finance 2026 open access
Combining a randomized controlled trial with administrative and survey data, this paper shows that credit limit extensions significantly increase total spending and income expectations. By controlling for changes in personal income expectations, the spending response to credit limit extensions weakens by approximately 30%. For financially unconstrained consumers, expectation changes account for around two‐thirds of the spending responses to limit extensions. These findings are consistent with consumers inferring future income from credit supply.

Funding Black High‐Growth Startups

Journal of Finance 2026 81(3), 1619-1660
We classify the race of over 160,000 U.S. founders and investors and study the venture capital (VC) funding gap for Black entrepreneurs. Only 3.1% of VC‐funded startups are Black‐owned, and they raise half as much VC funding as others. We attribute much of this gap to Black founders having fewer traditional success markers, like patents or entrepreneurial experience. This disparity also affects matching: Black VC partners invest more in Black founders, and these investments have higher successful exit rates. We attribute this outperformance to lower information asymmetries due to network overlap and “screening discrimination,” whereby Black VCs better differentiate among Black founders.

Size, Returns, and Value: Do Private Equity Firms Allocate Capital According to Manager Skill?

Journal of Finance 2026 81(3), 1661-1700 open access
Using a novel data set linking private equity (PE) deals to individual managers, we document evidence of manager skill in terms of generating net present value (NPV), a performance measure that captures both scale and returns. PE firms have strong economic incentives to raise larger funds and execute larger deals. While relative returns decline with scale, NPV persists and even increases. Skilled managers are entrusted with more capital and achieve better career outcomes, and approximately 40% of NPV is attributable to internal capital allocation decisions. These findings highlight the role of PE firms in creating value through performance‐based capital deployment.

Corporate M&As and Labor Market Concentration: Efficiency Gains or Power Grabs?

Journal of Finance 2026 81(3), 1437-1484
Mergers of firms that share labor markets increase labor market concentration which can lead to labor efficiency gains and/or create labor market power for the merged firms. Using a novel measure based on establishment‐level employment data, we find that merger‐induced increases in labor market concentration explain value creation in a sample of completed U.S. public firm mergers from 1991 to 2016. Analysis of the stock market reactions of rival, supplier, and customer firms, as well as firm‐ and establishment‐level real effects in the merging firms, supports a labor efficiency explanation of these merger gains.

Leader‐Follower Dynamics in Shareholder Activism

Journal of Finance 2026 81(3), 1377-1435 open access
We propose a theory of coordination and influence among blockholders. Privately informed activists time their trades in sequence to lower acquisition costs, prompting a strategic use of order flows: leader activists create trading gains for their followers, ultimately influencing their willingness to bear greater value‐enhancing intervention costs. Through this channel, informed trades can exhibit predictability, in sharp contrast with Kyle (1985, Econometrica 53, 1315–1335). We explain how this novel predictability shapes free‐rider problems affecting governance, and how it produces price abnormalities analogous to those documented empirically. We also uncover how private information interdependence can be a key catalyst for the mechanism studied.

Specialization in Banking

Journal of Finance 2026 81(3), 1531-1572
Using supervisory data on the loan portfolios of large U.S. banks, we document that these banks specialize by concentrating their lending disproportionately in a few industries. This specialization is consistent with banks having industry‐specific knowledge, reflected in reduced risk of loan defaults, lower aggregate charge‐offs, and higher propensity to lend to opaque firms in the preferred industry. Banks attract high‐quality borrowers by offering generous loan terms in their specialized industry, especially to borrowers with alternative options. Banks focus on their preferred industry in times of instability and relatively lower Tier 1 capital as well as after surges in deposits.

The Voting Premium

Journal of Finance 2026 81(3), 1321-1375 open access
We develop a unified theory of blockholder governance and the voting premium in a setting without takeovers or controlling shareholders. A voting premium emerges when a minority blockholder can influence shareholder composition by accumulating votes and buying shares from dissenting shareholders. Our theory reconciles conflicting empirical findings by showing that standard measures of the voting premium often misrepresent the true value of voting rights, increased conflicts between the blockholder and small shareholders do not necessarily raise the voting premium, and the voting premium can even turn negative when small shareholders free‐ride on the blockholder's trades.

Consumer Choice and Corporate Bankruptcy

Journal of Finance 2026 81(3), 1485-1529
We estimate the indirect costs of corporate bankruptcy associated with lost customers. In incentivized experiments, randomly informing consumers about a firm's Chapter 11 reorganization lowers their willingness to pay for the firm's products by 17% to 28%. Consumers worry that bankruptcy could reduce product quality or prevent future interactions with the bankrupt firm. On average, 38% of consumers are aware of major bankruptcies. Using our experiments to estimate a structural model, we show that these indirect costs of bankruptcy amount to 12% to 15% of a firm's value. We show that these costs are unlikely to arise before bankruptcy.