G2TT
来源类型Working Paper
规范类型报告
DOI10.3386/w29142
来源IDWorking Paper 29142
Do Lenders Still Discriminate? A Robust Approach for Assessing Differences in Menus
David Hao Zhang; Paul S. Willen
发表日期2021-08-16
出版年2021
语种英语
摘要Motivated by the assessment of racial discrimination in mortgage pricing, we introduce a new methodology for comparing the menus of options borrowers face based on their choices. First, we show how standard regression-based approaches for assessing discrimination in the menus context can lead to misleading and contradictory results. Second, we propose a new methodology that is robust these problems based on relatively weak economic assumptions. More specifically, we use pairwise dominance relationships in choices supplemented by restrictions on the range of plausible menus to define (1) a test statistic for equality in menus and (2) a difference in menus (DIM) metric for assessing whether one group of borrowers would prefer to switch to another group's menus. Our statistics are robust to arbitrary heterogeneity in borrower preferences across racial groups, are sharp in terms of identification, and can be efficiently computed using Optimal Transport methods. Third, we devise a new approach for inference on the value of Optimal Transport problems based on directional differentiation. Fourth, we use our methodology to estimate mortgage pricing differentials by race on a novel data set linking 2018--2019 Home Mortgage Disclosure Act (HMDA) data to Optimal Blue rate locks. We find robust evidence for mortgage pricing differentials by race, particularly among Conforming mortgage borrowers who are relatively creditworthy.
主题Econometrics ; Estimation Methods ; Financial Economics ; Financial Institutions
URLhttps://www.nber.org/papers/w29142
来源智库National Bureau of Economic Research (United States)
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资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/586816
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GB/T 7714
David Hao Zhang,Paul S. Willen. Do Lenders Still Discriminate? A Robust Approach for Assessing Differences in Menus. 2021.
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