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The authors use a simulation to evaluate the impact of three different types of antidiscrimination laws in the context of non-mortgage fintech lending: laws that allow for the collection and use of credit applicants’ gender in AI underwriting models; laws that allow for the collection of gender but bar using that information as a feature in models used to extend consumer credit; and laws that prohibit the collection of such information.