Countering racial discrimination in algorithmic lending: A case for model-agnostic interpretation methods
Author
Abstract
Suggested Citation
DOI: 10.1016/j.econlet.2023.111117
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Paolo Giudici & Emanuela Raffinetti, 2020. "Lorenz Model Selection," Journal of Classification, Springer;The Classification Society, vol. 37(3), pages 754-768, October.
- Bartlett, Robert & Morse, Adair & Stanton, Richard & Wallace, Nancy, 2022. "Consumer-lending discrimination in the FinTech Era," Journal of Financial Economics, Elsevier, vol. 143(1), pages 30-56.
- de Andrés, Pablo & Gimeno, Ricardo & Mateos de Cabo, Ruth, 2021.
"The gender gap in bank credit access,"
Journal of Corporate Finance, Elsevier, vol. 71(C).
- Pablo de Andrés & Ricardo Gimeno & Ruth Mateos de Cabo, 2019. "The gender gap in bank credit access," Working Papers 1945, Banco de España.
- Patrick Bayer & Fernando Ferreira & Stephen L. Ross, 2018.
"What Drives Racial and Ethnic Differences in High-Cost Mortgages? The Role of High-Risk Lenders,"
Review of Financial Studies, Society for Financial Studies, vol. 31(1), pages 175-205.
- Patrick Bayer & Fernando Ferreira & Stephen L. Ross, 2016. "What Drives Racial and Ethnic Differences in High Cost Mortgages? The Role of High Risk Lenders," Working Papers 2016-005, Human Capital and Economic Opportunity Working Group.
- Patrick Bayer & Fernando Ferreira & Stephen L. Ross, 2016. "What Drives Racial and Ethnic Differences in High Cost Mortgages? The Role of High Risk Lenders," NBER Working Papers 22004, National Bureau of Economic Research, Inc.
- Patrick Bayer & Fernando V. Ferreira & Stephen L. Ross, 2016. "What Drives Racial and Ethnic Differences in High Cost Mortgages? The Role of High Risk Lenders," Working papers 2016-02, University of Connecticut, Department of Economics.
- Brent W Ambrose & James N Conklin & Luis A Lopez, 2021. "Does Borrower and Broker Race Affect the Cost of Mortgage Credit? [Why don’t lenders renegotiate more home mortgages? Redefaults, self-cures and securitization]," Review of Financial Studies, Society for Financial Studies, vol. 34(2), pages 790-826.
- Andreas Fuster & Paul Goldsmith‐Pinkham & Tarun Ramadorai & Ansgar Walther, 2022.
"Predictably Unequal? The Effects of Machine Learning on Credit Markets,"
Journal of Finance, American Finance Association, vol. 77(1), pages 5-47, February.
- Goldsmith-Pinkham, Paul & Walther, Ansgar, 2017. "Predictably Unequal? The Effects of Machine Learning on Credit Markets," CEPR Discussion Papers 12448, C.E.P.R. Discussion Papers.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Hagendorff, Jens & Nguyen, Duc Duy & Sila, Vathunyoo, 2022. "Does marriage equality promote credit access? Evidence from same-sex marriage laws," Journal of Corporate Finance, Elsevier, vol. 77(C).
- James Conklin & Kristopher Gerardi & Lauren Lambie-Hanson, 2022.
"Can Everyone Tap Into the Housing Piggy Bank? Racial Disparities in Access to Home Equity,"
FRB Atlanta Working Paper
2022-17, Federal Reserve Bank of Atlanta.
- James Conklin & Kristopher Gerardi & Lauren Lambie-Hanson, 2023. "Can Everyone Tap into the Housing Piggy Bank? Racial Disparities in Access to Home Equity," Working Papers 23-25, Federal Reserve Bank of Philadelphia.
- Hurtado, Agustin & Sakong, Jung, 2022. "The effect of minority bank ownership on minority credit," Working Papers 325, The University of Chicago Booth School of Business, George J. Stigler Center for the Study of the Economy and the State.
- Christophe Hurlin & Christophe Perignon & Sébastien Saurin, 2021.
"The Fairness of Credit Scoring Models,"
Working Papers
hal-03501452, HAL.
- Christophe Hurlin & Christophe P'erignon & S'ebastien Saurin, 2022. "The Fairness of Credit Scoring Models," Papers 2205.10200, arXiv.org, revised Feb 2024.
- Christophe HURLIN & Christophe PERIGNON & Sébastien SAURIN, 2021. "The Fairness of Credit Scoring Models," LEO Working Papers / DR LEO 2912, Orleans Economics Laboratory / Laboratoire d'Economie d'Orleans (LEO), University of Orleans.
- Natalya Bikmetova & Geoffrey K. Turnbull & Velma Zahirovic‐Herbert, 2023. "Ethnicity in housing markets: Buyers, sellers and agents," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 51(1), pages 196-232, January.
- Bartlett, Robert & Morse, Adair & Stanton, Richard & Wallace, Nancy, 2022. "Consumer-lending discrimination in the FinTech Era," Journal of Financial Economics, Elsevier, vol. 143(1), pages 30-56.
- Will Dobbie & Andres Liberman & Daniel Paravisini & Vikram Pathania, 2021.
"Measuring Bias in Consumer Lending [Loan Prospecting and the Loss of Soft Information],"
Review of Economic Studies, Oxford University Press, vol. 88(6), pages 2799-2832.
- Will Dobbie & Andres Liberman & Daniel Paravisini & Vikram Pathania, 2018. "Measuring Bias in Consumer Lending," NBER Working Papers 24953, National Bureau of Economic Research, Inc.
- Dobbie, Will & Liberman, Andres & Paravisini, Daniel & Pathania, Vikram, 2019. "Measuring Bias in Consumer Lending," Working Paper Series rwp19-029, Harvard University, John F. Kennedy School of Government.
- Will Dobbie & Andres Liberman & Daniel Paravisini & Vikram Pathania, 2018. "Measuring Bias in Consumer Lending," Working Papers 623, Princeton University, Department of Economics, Industrial Relations Section..
- Dobbie, Will & Liberman, Andres & Paravisini, Daniel & Pathania, Vikram S., 2021. "Measuring bias in consumer lending," LSE Research Online Documents on Economics 104984, London School of Economics and Political Science, LSE Library.
- Xudong An & Sadok El Ghoul & Omrane Guedhami & Ross Levine & Raluca Roman, 2023. "Social Capital and Mortgages," Working Papers 23-23, Federal Reserve Bank of Philadelphia.
- Duc Duy Nguyen & Steven Ongena & Shusen Qi & Vathunyoo Sila, 2022.
"Climate Change Risk and the Cost of Mortgage Credit [Does climate change affect real estate prices? Only if you believe in it],"
Review of Finance, European Finance Association, vol. 26(6), pages 1509-1549.
- Duc Duy Nguyen & Steven Ongena & Shusen Qi & Vathunyoo Sila, 2020. "Climate Change Risk and the Costs of Mortgage Credit," Swiss Finance Institute Research Paper Series 20-97, Swiss Finance Institute.
- William N Goetzmann & Christophe Spaenjers & Stijn Van Nieuwerburgh, 2021.
"Real and Private-Value Assets [Gendered prices],"
The Review of Financial Studies, Society for Financial Studies, vol. 34(8), pages 3497-3526.
- Van Nieuwerburgh, Stijn & Goetzmann, William & Spaenjers, Christophe, 2021. "Real and Private Value Assets," CEPR Discussion Papers 16083, C.E.P.R. Discussion Papers.
- William Goetzmann & Christophe Spaenjers & Stijn van Nieuwerburgh, 2021. "Real and Private-Value Assets," Working Papers hal-03501704, HAL.
- William N. Goetzmann & Christophe Spaenjers & Stijn Van Nieuwerburgh, 2021. "Real and Private-Value Assets," NBER Working Papers 28580, National Bureau of Economic Research, Inc.
- Ashleigh Eldemire & Kimberly F Luchtenberg & Matthew M Wynter, 2022. "Does Homeownership Reduce Wealth Disparities for Low-Income and Minority Households?," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 11(3), pages 465-510.
- Paolo Emilio Mistrulli & Md Taslim Uddin & Alberto Zazzaro, 2023.
"Discrimination of Immigrants in Mortgage Pricing and Approval: Evidence from Italy,"
CSEF Working Papers
675, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
- Paolo Emilio Mistrulli & Md Taslim Uddin & Alberto Zazzaro, 2023. "Discrimination Of Immigrants In Mortgage Pricing And Approval: Evidence From Italy," Mo.Fi.R. Working Papers 180, Money and Finance Research group (Mo.Fi.R.) - Univ. Politecnica Marche - Dept. Economic and Social Sciences.
- Alonso-Robisco, Andrés & Carbó, José Manuel, 2022. "Can machine learning models save capital for banks? Evidence from a Spanish credit portfolio," International Review of Financial Analysis, Elsevier, vol. 84(C).
- Natee Amornsiripanitch, 2023. "The Age Gap in Mortgage Access," Working Papers 23-03, Federal Reserve Bank of Philadelphia.
- Andrés Alonso & José Manuel Carbó, 2022. "Accuracy of explanations of machine learning models for credit decisions," Working Papers 2222, Banco de España.
- Hasan, Iftekhar & Li, Xiang & Takalo, Tuomas, 2023. "Technological innovation and the bank lending channel of monetary policy transmission," BOFIT Discussion Papers 9/2023, Bank of Finland Institute for Emerging Economies (BOFIT).
- Xie, Xueyan & Zhu, Xiaoyang, 2022. "FinTech and capital allocation efficiency: Another equity-efficiency dilemma?," Global Finance Journal, Elsevier, vol. 53(C).
- Wang, Ke-Liang & Sun, Ting-Ting & Xu, Ru-Yu & Miao, Zhuang & Cheng, Yun-He, 2022. "How does internet development promote urban green innovation efficiency? Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
- Andreas Joseph, 2019.
"Parametric inference with universal function approximators,"
Papers
1903.04209, arXiv.org, revised Oct 2020.
- Joseph, Andreas, 2019. "Parametric inference with universal function approximators," Bank of England working papers 784, Bank of England, revised 22 Jul 2020.
- Tianlei Pi & Haoxuan Hu & Jingyi Lu & Xue Chen, 2022. "The Analysis of Fintech Risks in China: Based on Fuzzy Models," Mathematics, MDPI, vol. 10(9), pages 1-13, April.
More about this item
Keywords
Big-data lending; Machine learning; Algorithmic injustice; Model-agnostic global interpretation methods;All these keywords.
JEL classification:
- C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
- C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
- C58 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Financial Econometrics
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ecolet:v:226:y:2023:i:c:s0165176523001428. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/ecolet .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.