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Small Business Lending in Financial Crises: The Role of Government-Guaranteed Loans

Review of Finance 2023 27(1), 247-287 open access
Abstract This paper examines whether the presence of government-guaranteed lenders helps alleviate small business financial constraints during financial crises. The results indicate that during the 2007–09 financial crisis, areas with a greater share of Small Business Administration 7(a) lenders experienced: (1) a 2.2% increase in small business loan volume, (2) a 3.7% increase in small firm employment and 3.5% increase in establishments, and (3) lower loan default rates. Bank–county–year analysis suggests that SBA banks increase their share of lending when they are capital-constrained, and when local median income is lower. Instrumental variable analysis utilizing SBA program characteristics confirms the baseline results. The findings suggest that targeted government support can play a beneficial role in the presence of private credit market frictions, especially when bank capital is limited and small business financial constraints are severe.

What Is Fueling FinTech Lending? The Role of Banking Market Structure

The Review of Corporate Finance Studies 2026 15(2), 305-351
Abstract We study the broad question about the sources of FinTech lending growth by examining a specific representative product for which the technologies of both FinTech and the incumbent competitors can be identified and compared—small business lending. We test whether the presence of incumbents employing different technologies affects FinTech penetration, and find more FinTech lending where large/out-of-market banks are more prevalent. Using stress test exposures and Community Reinvestment Act examinations as instruments, we find that FinTech credit more often substitutes for loans by large/out-of-market banks than small/in-market banks. Results are consistent with FinTech advantages in processing hard information, rather than hardening soft information. (JEL G21, G23, O33)

Buying the Vote? The Economics of Electoral Politics and Small-Business Loans

Journal of Financial and Quantitative Analysis 2021 56(7), 2439-2473
Abstract We study the relation between electoral politics and government small-business lending, employment, and business formation. We construct novel measures of electoral importance capturing swing and base voters using data from Facebook ad spending, independent political expenditures, the Cook Political Report, and campaign contributions. We find that businesses in electorally important states, districts, and sectors receive more loans following the onset of the COVID-19 crisis, controlling for funding demand and both health and economic conditions. Estimates from survey and observational data show that electoral politics and the allocation of government funds affect employment, small-business activity, and business applications.

Financial literacy and financial crime: A regression discontinuity approach

Journal of Financial Economics 2026 181, 104292 open access
This study investigates how financial literacy shapes the propensity of individuals to commit financial crime. Using state-level administrative data on criminal charges linked to comprehensive public records , we exploit a policy-based discontinuity in grade level assignment based on individual birth dates that exogenously requires certain high school cohorts to attend a financial literacy course. Our estimates suggest that exposure to the course reduces the propensity to commit financial crime by 37%. The reduction is driven by declines in embezzlement and is stronger for low-income individuals. Additional evidence suggests that the reductions are primarily explained by improvements in household balance sheets.

It’s not (only) personal, it’s business: personal bankruptcy exemptions and business credit

Review of Finance 2025 29(1), 275-313
Abstract In the USA, state-level exemptions determine the amount of property that individuals can protect from creditor liquidation during the debt settlement process. We exploit within-metropolitan statistical area variation in personal bankruptcy exemptions created by state borders and a stacked regression approach to identify the spillover effects of these laws on business credit extended to small firms. Subsequent to exemption increases, we find a reduction of 1–2 percent in originations of business credit. The effect is strongest for the smallest firms, which are more financially constrained. We provide household-level evidence that both business debt and personal debt decline for borrowers whose home equity becomes covered by the exemption, suggesting an overall decrease in credit availability for small businesses. As a result, increases in exemptions lead to fewer small establishments and lower employment, especially in industries dependent on external finance, suggesting that negative real economic effects occur via a credit market channel.

Arbitrage vs. informed short selling: Evidence from convertible bond issuers

Journal of Corporate Finance 2020 65, 101687
Prior literature examines the effect of either informed or arbitrage short selling on equity markets. We test the relative importance of informed and uninformed short selling around convertible bond issues and earnings announcements for the same firms over the same time period. Convertible arbitrage short selling is associated with temporary price pressure, consistent with downward sloping demand curves. Earnings announcement short selling is consistent with informed traders who anticipate future returns. Firm-specific characteristics related to the cost of short selling similarly affect both informed and arbitrage short selling. Deal-specific characteristics capturing hedging demand also strongly determine convertible arbitrage short selling.