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The Review of Corporate Finance Studies Vol. 14 No. 3 2025

Local Financial Structure and the Pandemic’s Effect on the Distribution of Employment

Ross Levine1; Chen Lin2; Wensi Xie3

1 Stanford University · 2 HKU Business School, University of Hong Kong · 3 CUHK Business School, Chinese University of Hong Kong

Abstract

Does the structure of financial systems influence the employment respo0nse to adverse shocks? Using (a) county-industry employment data differentiated by firm size and (b) high-frequency county employment data differentiated by income, we find that employment at small firms, employment of low-income workers, and overall employment fell less in counties with higher proportions of small banks in response to the pandemic. Furthermore, small banks lend more to small businesses than large banks, above and beyond government-guaranteed PPP loans. Evidence suggests that small banks cushioned small firms and low-income workers from the adverse effects of the pandemic.

DOI
10.1093/rcfs/cfae008
Volume
14
Issue
3
Pages
679-716
Language
en
Sources
bibtex:phds-export.bib openalex crossref

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