Bias, Fairness and Accountability with Artificial Intelligence and Machine Learning Algorithms
Author
Abstract
Suggested Citation
DOI: 10.1111/insr.12492
Download full text from publisher
References listed on IDEAS
- Linwei Hu & Jie Chen & Joel Vaughan & Soroush Aramideh & Hanyu Yang & Kelly Wang & Agus Sudjianto & Vijayan N. Nair, 2021. "Supervised Machine Learning Techniques: An Overview with Applications to Banking," International Statistical Review, International Statistical Institute, vol. 89(3), pages 573-604, December.
- Tobias Berg & Valentin Burg & Ana Gombović & Manju Puri, 2020.
"On the Rise of FinTechs: Credit Scoring Using Digital Footprints,"
The Review of Financial Studies, Society for Financial Studies, vol. 33(7), pages 2845-2897.
- Tobias Berg & Valentin Burg & Ana Gombović & Manju Puri, 2018. "On the Rise of FinTechs – Credit Scoring using Digital Footprints," NBER Working Papers 24551, National Bureau of Economic Research, Inc.
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.- Lucas A. Mariani & Jose Renato Haas Ornelas & Bernardo Ricca, 2023. "Banks’ Physical Footprint and Financial Technology Adoption," Working Papers Series 576, Central Bank of Brazil, Research Department.
- Mao, Fengfu & Wang, Yuanfan & Zhu, Mengsi, 2023. "Digital financial inclusion, traditional finance system and household entrepreneurship," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
- 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.
- Leonardo Gambacorta & Yiping Huang & Zhenhua Li & Han Qiu & Shu Chen, 2020.
"Data vs collateral,"
BIS Working Papers
881, Bank for International Settlements.
- Gambacorta, Leonardo & Huang, Yiping & Li, Zhenhua & Qiu, Han & Chen, Shu, 2020. "Data vs collateral," CEPR Discussion Papers 15262, C.E.P.R. Discussion Papers.
- Sumin Hu & Qi Zhu & Xia Zhao & Ziyue Xu, 2023. "Digital Finance and Corporate Sustainability Performance: Promoting or Restricting? Evidence from China’s Listed Companies," Sustainability, MDPI, vol. 15(13), pages 1-16, June.
- Nicolas Suhadolnik & Jo Ueyama & Sergio Da Silva, 2023. "Machine Learning for Enhanced Credit Risk Assessment: An Empirical Approach," JRFM, MDPI, vol. 16(12), pages 1-21, November.
- Sebastian Doerr & Jon Frost & Leonardo Gambacorta & Vatsala Shreeti, 2023. "Big techs in finance," BIS Working Papers 1129, Bank for International Settlements.
- Lv, Panpan & Xiong, Hu, 2022. "Can FinTech improve corporate investment efficiency? Evidence from China," Research in International Business and Finance, Elsevier, vol. 60(C).
- Raphael Auer & Giulio Cornelli & Sebastian Doerr & Jon Frost & Leonardo Gambacorta, 2022.
"Crypto trading and Bitcoin prices: evidence from a new database of retail adoption,"
BIS Working Papers
1049, Bank for International Settlements.
- Raphael Auer & Giulio Cornelli & Sebastian Doerr & Jon Frost & Leonardo Gambacorta & Raphael A. Auer, 2023. "Crypto Trading and Bitcoin Prices: Evidence from a New Database of Retail Adoption," CESifo Working Paper Series 10266, CESifo.
- Gambacorta, Leonardo & Auer, Raphael & Cornelli, Giulio & Doerr, Sebastian & Frost, Jon, 2023. "Crypto trading and Bitcoin prices: evidence from a new database of retail adoption," CEPR Discussion Papers 17823, C.E.P.R. Discussion Papers.
- Giulio Cornelli & Sebastian Doerr & Leonardo Gambacorta & Ouarda Merrouche, 2020.
"Inside the regulatory sandbox: effects on fintech funding,"
BIS Working Papers
901, Bank for International Settlements.
- Gambacorta, Leonardo & Cornelli, Giulio & Doerr, Sebastian & Merrouche, Ouarda, 2020. "Inside the Regulatory Sandbox: Effects on Fintech Funding," CEPR Discussion Papers 15502, C.E.P.R. Discussion Papers.
- Salvatore Cardillo & Raffaele Gallo & Francesco Guarino, 2021. "Main challenges and prospects for the European banking sector: a critical review of the ongoing debate," Questioni di Economia e Finanza (Occasional Papers) 634, Bank of Italy, Economic Research and International Relations Area.
- Huang, Yiping & Li, Xiang & Qiu, Han & Yu, Changhua, 2023.
"BigTech credit and monetary policy transmission: Micro-level evidence from China,"
BOFIT Discussion Papers
2/2023, Bank of Finland Institute for Emerging Economies (BOFIT).
- Yiping Huang & Xiang Li & Han Qiu & Changhua Yu, 2023. "Big tech credit and monetary policy transmission: micro-level evidence from China," BIS Working Papers 1084, Bank for International Settlements.
- Yiyan Huang & Cheuk Hang Leung & Xing Yan & Qi Wu & Nanbo Peng & Dongdong Wang & Zhixiang Huang, 2020. "The Causal Learning of Retail Delinquency," Papers 2012.09448, arXiv.org.
- Kowalewski, Oskar & Pisany, Paweł, 2022.
"Banks' consumer lending reaction to fintech and bigtech credit emergence in the context of soft versus hard credit information processing,"
International Review of Financial Analysis, Elsevier, vol. 81(C).
- Kowalewski & Pawel Pisany, 2021. "Banks’ consumer lending reaction to fintech and bigtech credit emergence in the context of soft versus hard credit information processing," Working Papers 2021-ACF-07, IESEG School of Management.
- Joseph P. Hughes & Julapa Jagtiani & Choon-Geol Moon, 2022.
"Consumer lending efficiency: commercial banks versus a fintech lender,"
Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-39, December.
- Joseph Hughes & Julapa Jagtiani & Choon-Geol Moon, 2018. "Consumer Lending Efficiency: Commercial Banks Versus A Fintech Lender," Departmental Working Papers 201806, Rutgers University, Department of Economics.
- Joseph P. Hughes & Julapa Jagtiani & Choon-Geol Moon, 2019. "Consumer Lending Efficiency:Commercial Banks Versus A Fintech Lender," Working Papers 19-22, Federal Reserve Bank of Philadelphia.
- Christoph Bertsch & Isaiah Hull & Xin Zhang, 2021.
"Monetary Normalizations and Consumer Credit: Evidence from Fed Liftoff and Online Lending,"
International Journal of Central Banking, International Journal of Central Banking, vol. 17(71), pages 1-47, December.
- Xin Zhang & Christoph Bertsch & Isaiah Hull, 2017. "Monetary Normalizations and Consumer Credit: Evidence from Fed Liftoff and Online Lending," 2017 Meeting Papers 442, Society for Economic Dynamics.
- Dadoukis, Aristeidis & Fiaschetti, Maurizio & Fusi, Giulia, 2021. "IT adoption and bank performance during the Covid-19 pandemic," Economics Letters, Elsevier, vol. 204(C).
- Babina, Tania & Bahaj, Saleem & Buchak, Greg & De Marco, Filippo & Foulis, Angus & Gornall, Will & Mazzola, Francesco & Yu, Tong, 2024. "Customer data access and fintech entry: early evidence from open banking," Bank of England working papers 1059, Bank of England.
- 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.
- Thorsten Beck & Leonardo Gambacorta & Yiping Huang & Zhenhua Li & Han Qiu, 2022.
"Big techs, QR code payments and financial inclusion,"
BIS Working Papers
1011, Bank for International Settlements.
- Gambacorta, Leonardo & Beck, Thorsten & Huang, Yiping & Li, Zhenhua & Qiu, Han, 2022. "Big techs, QR code payments and financial inclusion," CEPR Discussion Papers 17297, C.E.P.R. Discussion Papers.
Corrections
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:bla:istatr:v:90:y:2022:i:3:p:468-480. 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: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/isiiinl.html .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.