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Current Regulatory Challenges In Consumer Credit Scoring Using Alternative Data-Driven Methodologies, Sahiba Chopra
Current Regulatory Challenges In Consumer Credit Scoring Using Alternative Data-Driven Methodologies, Sahiba Chopra
Vanderbilt Journal of Entertainment & Technology Law
Credit is a crucial determinant of financial success for most US consumers, but not all consumers can access it. This financial exclusion is partially due to traditional credit-risk scoring and approval processes that cannot assess the creditworthiness of “credit invisible” or “thin file” consumers––that is, consumers who do not have enough traditional data depicting their financial payment history. Consequently, some consumer-reporting agencies and lenders turn to alternative data credit-scoring systems as a way to increase financial inclusion. The enormous complexity of these alternative consumer credit-scoring systems, however, raises significant accuracy and transparency issues—most of which stem from their secret, legally …
Payday Loan Choices And Consequences, Paige Marta Skiba, Neil Bhutta, Jeremy Tobacman
Payday Loan Choices And Consequences, Paige Marta Skiba, Neil Bhutta, Jeremy Tobacman
Vanderbilt Law School Faculty Publications
High-cost consumer credit has proliferated in the past two decades, raising regulatory scrutiny. We match administrative data from a payday lender with nationally representative credit bureau files to examine the choices of payday loan applicants and assess whether payday loans help or harm borrowers. We find consumers apply for payday loans when they have limited access to mainstream credit. In addition, the weakness of payday applicants’ credit histories is severe and longstanding. Based on regression discontinuity estimates, we show that the effects of payday borrowing on credit scores and other measures of financial well-being are close to zero. We test …
Information Asymmetries In Consumer Credit Markets: Evidence From Payday Lending, Paige Marta Skiba, Will Dobbie
Information Asymmetries In Consumer Credit Markets: Evidence From Payday Lending, Paige Marta Skiba, Will Dobbie
Vanderbilt Law School Faculty Publications
Information asymmetries are prominent in theory but difficult to estimate. This paper exploits discontinuities in loan eligibility to test for moral hazard and adverse selection in the payday loan market. Regression discontinuity and regression kink approaches suggest that payday borrowers are less likely to default on larger loans. A $50 larger payday loan leads to a 17 to 33 percent drop in the probability of default. Conversely, there is economically and statistically significant adverse selection into larger payday loans when loan eligibility is held constant. Payday borrowers who choose a $50 larger loan are 16 to 47 percent more likely …