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Credit Card Redlining Revisited

The Review of Economics and Statistics 2011 93(2), 714-724 open access
Using a proprietary data set of credit bureau records, Cohen-Cole (2011) finds evidence that lenders are using the racial composition of a borrower's neighborhood to set credit limits on revolving accounts. Using the same credit bureau data, I revisit this work and reach two main findings. First, an undocumented decision in constructing the variables appears to have introduced a distortion that is highly correlated with neighborhood racial composition and appears to increase the size of the reported disparity. Second, when neighborhood income is controlled for, the results presented as evidence of redlining disappear.

The Subprime Crisis: Is Government Housing Policy to Blame?

The Review of Economics and Statistics 2015 97(2), 352-363 open access
Some have suggested that housing policy, embodied by the Community Reinvestment Act (CRA) and affordable housing goals of the government-sponsored enterprises (GSEs), caused the subprime crisis. We examine if these programs led to worse mortgage outcomes using two approaches. The first examines whether more activity by CRA-covered lenders, or more loan sales to the GSEs, was associated with worse outcomes. The second uses regression discontinuity to determine if outcomes were worse at the geographic thresholds used by each program. Our results suggest that neither program played a significant role in the subprime crisis.

Is lending distance really changing? Distance dynamics and loan composition in small business lending

Journal of Banking & Finance 2023 156, 107006
The increasing average distance between small businesses and their lenders has been used to argue that technological changes have allowed banks to lend at longer distances. Generally, studies assume that distance changes are uniform across loans and lenders. Our paper shows that, while average distance has increased substantially over the past two decades, banks themselves have not materially increased their lending distances. Instead, longer average distance was caused by a small number of banks that specialize in originating very small loans nationwide quadrupling their share of lending. Outside of these very small loans, small businesses remain dependent on local banks.