“…This includes loan characteristics (fees charged on the loan, adjustable or fixed rate, loan amount, combined loan‐to‐value ratio, whether the loan has a prepayment penalty, purchase or refinance, cash‐out or rate/term refinance and whether the payments are interest‐only), property characteristics (two‐unit, condominium, owner‐occupied or investment property) and borrower characteristics (FICO score, borrower age, borrower income, whether the borrower is self‐employed, debt‐to‐income ratio). The area characteristics include the monthly MSA unemployment rate, the level of broker competition as computed in Ambrose and Conklin () and the Pahl index capturing the level of broker regulation at the state level. Higher values of the Pahl index indicate stricter regulation of brokers at the state level (Pahl ).…”