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Thank you for the question. We use the difference-in-differences specification to control for unobservable borrower and especially loan-officer characteristics. Specifically, by comparing same-gender and opposite-gender borrowers of one specific loan officer makes sure that our findings are not driven by loan officer idiosyncratic characteristics. Similarly, we do not compare female vs. male borrowers, but borrowers assigned to a same-gender or opposite-gender loan officer.