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Nonpecuniary Benefits: Evidence from the Location of Private Company Sales

The Review of Corporate Finance Studies 2025 14(3), 839-879 open access
Abstract This paper investigates whether acquisition prices reflect a specific set of nonpecuniary benefits preferred by entrepreneurs: the quality of life (QOL) associated with the business location. Using data on private firm acquisitions, we find that target firms in high-QOL cities sell for a 14% to 20% premium. Traditional financial factors do not explain this premium, which dissipates when the buyer is unlikely to have preferences for high-QOL locations. Using wage-to-housing cost differentials to decompose local amenities and data on migration patterns, we find that QOL amenities have a greater impact on entrepreneurs’ location decisions relative to wage workers. (JEL G02, G32, G34, J32, L26, R39) Received: 27 February 2022; Editorial decision: 29 January 2024 Editor: Camelia Kuhnen Authors have furnished an Internet Appendix, which is available on the Oxford University Press Web site next to the link to the final published paper online.

Resolving Information Asymmetry Through Contractual Risk Sharing: The Case of Private Firm Acquisitions

Journal of Accounting Research 2020 58(5), 1203-1248
ABSTRACT When private firms are acquired, buyers commonly rely on seller financing and earnouts. Using a novel database of private acquisitions, I find that seller financing and earnouts become more common as information asymmetry increases between the acquirer and the target. Financial statement audits of the targets attenuate these results, which suggests that audits decrease information asymmetry in firm acquisitions. Seller‐financed acquisitions also close faster and at higher prices, reducing the private firm discount. These findings suggest that these contract structures are an important channel through which privately held firms mitigate adverse selection that arises from information asymmetry.

Spillover Effects of the Opioid Epidemic on Consumer Finance

Journal of Financial and Quantitative Analysis 2023 58(6), 2365-2386 open access
Abstract I examine the impact of the opioid epidemic on subprime auto lending. Using a difference-in-differences framework, I find that county-level increases in opioid abuse cause an increase in loan defaults. Moreover, I find that traditional credit scoring attributes (e.g., FICO score) fail to predict loan performance deterioration associated with opioid addiction. The weak predictive performance of traditional credit measures and the resulting higher default rates generate a negative externality for borrowers in opioid-afflicted areas, as evidenced by 5.7% higher loan costs for subprime borrowers.

Collateral Damage: Low-Income Borrowers Depend on Income-Based Lending

Journal of Financial and Quantitative Analysis 2025 open access
Abstract We use negative durability shocks from vehicle discontinuations to study asset-backed lending and income-based lending (IBL) in auto finance. Discontinuations lead to increased down payments, higher loan-to-value ratios, and larger post-default personal recoveries. These results all indicate that economically disadvantaged consumers are relatively more reliant on unsecured IBL, in stark contrast to corporate financing patterns. Vehicle recoveries on discontinued cars are lower for borrowers who purchase after discontinuations, implying that depreciation is partially borrower-dependent. Our findings suggest that lower-income borrowers, in particular, benefit from technologies that facilitate IBL, such as income monitoring.

Data and welfare in credit markets

Journal of Financial Economics 2025 174, 104171
We show how to measure the welfare effects arising from increased data availability. When lenders have more data on prospective borrower costs, they can charge prices that are more aligned with these costs. This increases total social welfare and transfers surplus across borrower types. We show that under certain assumptions the magnitudes of these welfare changes can be estimated using only quantity and price data. Applying our methodology to bankruptcy flag removal, we find that in a counterfactual world where bankruptcy flags are never removed from credit reports, previously-bankrupt borrowers’ surplus decreases substantially, whereas efficiency increases only modestly.

Seller Debt in Acquisitions of Private Firms: A Security Design Approach

Review of Financial Studies 2024 37(2), 507-548
Abstract We propose a security design model in which a potential acquirer approaches a firm with a value-add plan. The target has a single owner, who possesses private information: he alone knows whether his firm is compatible with the plan. The owner agrees that the acquirer will add value but believes that the value-add will not be as much as what the acquirer expects. Although the acquirer can choose any monotone limited liability security to offer along with cash, we show that, under general conditions, any security that is employed always takes the form of nonrecourse debt provided by the seller. Authors have furnished an Internet Appendix, which is available on the Oxford University Press Web site next to the link to the final published paper online