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The Roles of Alternative Data and Machine Learning in Fintech Lending: Evidence from the LendingClub Consumer Platform

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Cited by:

  1. Chen, Pei-Fen & Lo, Shihmin & Tang, Hai-Yuan, 2022. "What if borrowers stop paying their loans? Investors’ rates of return on a peer-to-peer lending platform," International Review of Economics & Finance, Elsevier, vol. 77(C), pages 359-377.
  2. Ping-Lun Tseng & Wen-Chung Guo, 2022. "Fintech, Credit Market Competition, and Bank Asset Quality," Journal of Financial Services Research, Springer;Western Finance Association, vol. 61(3), pages 285-318, June.
  3. Shota Ichihashi & Alex Smolin, 2023. "Buyer-Optimal Algorithmic Consumption," Papers 2309.12122, arXiv.org, revised Oct 2023.
  4. Peng, Hongfeng & Ji, Jiao & Sun, Hanwen & Xu, Haofeng, 2023. "Legal enforcement and fintech credit: International evidence," Journal of Empirical Finance, Elsevier, vol. 72(C), pages 214-231.
  5. Eccles, Peter & Grout, Paul & Siciliani, Paolo & Zalewska, Anna, 2021. "The impact of machine learning and big data on credit markets," Bank of England working papers 930, Bank of England.
  6. Rishabh, Kumar & Schäublin, Jorma, 2021. "Payment Fintechs and Debt Enforcement," Working papers 2021/02, Faculty of Business and Economics - University of Basel.
  7. Tobias Berg & Andreas Fuster & Manju Puri, 2022. "FinTech Lending," Annual Review of Financial Economics, Annual Reviews, vol. 14(1), pages 187-207, November.
  8. Dong, Yingwei & Gou, Qin & Qiu, Han, 2023. "Big tech credit score and default risk ——Evidence from loan-level data of a representative microfinance company in China," China Economic Review, Elsevier, vol. 81(C).
  9. Stefania Albanesi & Domonkos F. Vamossy, 2019. "Predicting Consumer Default: A Deep Learning Approach," NBER Working Papers 26165, National Bureau of Economic Research, Inc.
  10. Tasadduq Imam & Angelique McInnes & Sisira Colombage & Robert Grose, 2022. "Opportunities and Barriers for FinTech in SAARC and ASEAN Countries," JRFM, MDPI, vol. 15(2), pages 1-37, February.
  11. 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).
  12. Omar H. Fares & Irfan Butt & Seung Hwan Mark Lee, 2023. "Utilization of artificial intelligence in the banking sector: a systematic literature review," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 28(4), pages 835-852, December.
  13. Hughes, Joseph P. & Jagtiani, Julapa & Mester, Loretta J. & Moon, Choon-Geol, 2019. "Does scale matter in community bank performance? Evidence obtained by applying several new measures of performance," Journal of Banking & Finance, Elsevier, vol. 106(C), pages 471-499.
  14. Gambacorta, Leonardo & Cornelli, Giulio & Frost, Jon & Rau, Raghavendra & Wardrop, Robert & Ziegler, Tania, 2020. "Fintech and big tech credit: a new database," CEPR Discussion Papers 15357, C.E.P.R. Discussion Papers.
  15. Jérémie Bertrand & Laurent Weill, 2022. "In December days are shorter but loans are cheaper," Economic Inquiry, Western Economic Association International, vol. 60(3), pages 1335-1356, July.
  16. Nam, Rachel J., 2022. "Open banking and customer data sharing: Implications for FinTech borrowers," SAFE Working Paper Series 364, Leibniz Institute for Financial Research SAFE.
  17. Alraqeb Zeynep & Knaack Peter & Macaire Camille, 2022. "Does FinTech Promote Entrepreneurship? Evidence from China [L’adoption des Fintech favorise-t-elle l’entreprenariat ? Le cas de la Chine]," Working papers 895, Banque de France.
  18. Wang, Xiaoting & Hou, Siyuan & Kyaw, Khine & Xue, Xupeng & Liu, Xueqin, 2023. "Exploring the determinants of Fintech Credit: A comprehensive analysis," Economic Modelling, Elsevier, vol. 126(C).
  19. Hughes, Joseph P. & Moon, Choon-Geol, 2022. "How bad is a bad loan? Distinguishing inherent credit risk from inefficient lending (Does the capital market price this difference?)," Journal of Economics and Business, Elsevier, vol. 120(C).
  20. Allen, Franklin & Gu, Xian & Jagtiani, Julapa, 2022. "Fintech, Cryptocurrencies, and CBDC: Financial Structural Transformation in China," Journal of International Money and Finance, Elsevier, vol. 124(C).
  21. Brandon Goldstein & Julapa Jagtiani & Catharine Lemieux, 2023. "Did Fintech Loans Default More During the COVID-19 Pandemic? Were Fintech Firms “Cream-Skimming” the Best Borrowers?," Working Papers 23-26, Federal Reserve Bank of Philadelphia.
  22. Yang, Lihong & Wang, Shixun, 2022. "Do fintech applications promote regional innovation efficiency? Empirical evidence from China," Socio-Economic Planning Sciences, Elsevier, vol. 83(C).
  23. Hyunwoo Woo & So Young Sohn, 2022. "A credit scoring model based on the Myers–Briggs type indicator in online peer-to-peer lending," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-19, December.
  24. Giulio Cornelli & Jon Frost & Leonardo Gambacorta & Julapa Jagtiani, 2022. "The Impact of Fintech Lending on Credit Access for U.S. Small Businesses," Working Papers 22-14, Federal Reserve Bank of Philadelphia.
  25. Fitzpatrick, Trevor & Mues, Christophe, 2021. "How can lenders prosper? Comparing machine learning approaches to identify profitable peer-to-peer loan investments," European Journal of Operational Research, Elsevier, vol. 294(2), pages 711-722.
  26. Huang, Yiping & Li, Zhenhua & Qiu, Han & Tao, Sun & Wang, Xue & Zhang, Longmei, 2023. "BigTech credit risk assessment for SMEs," China Economic Review, Elsevier, vol. 81(C).
  27. Franklin Allen & Xian Gu & Julapa Jagtiani, 2021. "A Survey of Fintech Research and Policy Discussion," Review of Corporate Finance, now publishers, vol. 1(3-4), pages 259-339, July.
  28. Xie, Xueyan & Zhu, Xiaoyang, 2022. "FinTech and capital allocation efficiency: Another equity-efficiency dilemma?," Global Finance Journal, Elsevier, vol. 53(C).
  29. 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.
  30. Revathi Bhuvaneswari & Antonio Segalini, 2020. "Determining Secondary Attributes for Credit Evaluation in P2P Lending," Papers 2006.13921, arXiv.org.
  31. Serena Gallo, 2021. "Fintech platforms: Lax or careful borrowers’ screening?," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-33, December.
  32. Lihua Zuo & Jack Strauss & Lijuan Zuo, 2021. "The Digitalization Transformation of Commercial Banks and Its Impact on Sustainable Efficiency Improvements through Investment in Science and Technology," Sustainability, MDPI, vol. 13(19), pages 1-17, October.
  33. Wall, Larry D., 2018. "Some financial regulatory implications of artificial intelligence," Journal of Economics and Business, Elsevier, vol. 100(C), pages 55-63.
  34. Christian Haddad & Lars Hornuf, 2021. "The Impact of Fintech Startups on Financial Institutions' Performance and Default Risk," CESifo Working Paper Series 9050, CESifo.
  35. Croux, Christophe & Jagtiani, Julapa & Korivi, Tarunsai & Vulanovic, Milos, 2020. "Important factors determining Fintech loan default: Evidence from a lendingclub consumer platform," Journal of Economic Behavior & Organization, Elsevier, vol. 173(C), pages 270-296.
  36. José Antonio Núñez Mora & Pamela Moncayo & Carlos Franco & Pilar Madrazo-Lemarroy & Jaime Beltrán, 2023. "Loan Default Prediction: A Complete Revision of LendingClub," Remef - Revista Mexicana de Economía y Finanzas Nueva Época REMEF (The Mexican Journal of Economics and Finance), Instituto Mexicano de Ejecutivos de Finanzas, IMEF, vol. 18(3), pages 1-13, Julio - S.
  37. Zack Jourdan & J. Ken. Corley & Randall Valentine & Arthur M. Tran, 2023. "Fintech: A content analysis of the finance and information systems literature," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-21, December.
  38. 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.
  39. Ying Lei Toh, 2023. "Addressing Traditional Credit Scores as a Barrier to Accessing Affordable Credit," Economic Review, Federal Reserve Bank of Kansas City, vol. 0(no. 3), pages 1-22, June.
  40. Zhang, Xiaoyan & Li, Jinbao & Xiang, Dong & Worthington, Andrew C., 2023. "Digitalization, financial inclusion, and small and medium-sized enterprise financing: Evidence from China," Economic Modelling, Elsevier, vol. 126(C).
  41. Jiang, Jinglin & Liao, Li & Lu, Xi & Wang, Zhengwei & Xiang, Hongyu, 2021. "Deciphering big data in consumer credit evaluation," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 28-45.
  42. Bollaert, Helen & Lopez-de-Silanes, Florencio & Schwienbacher, Armin, 2021. "Fintech and access to finance," Journal of Corporate Finance, Elsevier, vol. 68(C).
  43. Oskar Kowalewski & Pawel Pisany & Emil Slazak, 2021. "What determines cross-country differences in fintech and bigtech credit markets?," Working Papers 2021-ACF-02, IESEG School of Management.
  44. He, Qing & Li, Xiaoyang, 2021. "The failure of Chinese peer-to-peer lending platforms: Finance and politics," Journal of Corporate Finance, Elsevier, vol. 66(C).
  45. Loutfi, Ahmad Amine, 2022. "A framework for evaluating the business deployability of digital footprint based models for consumer credit," Journal of Business Research, Elsevier, vol. 152(C), pages 473-486.
  46. Sebastian Doerr & Jon Frost & Leonardo Gambacorta & Vatsala Shreeti, 2023. "Big techs in finance," BIS Working Papers 1129, Bank for International Settlements.
  47. Buckmann, Marcus & Haldane, Andy & Hüser, Anne-Caroline, 2021. "Comparing minds and machines: implications for financial stability," Bank of England working papers 937, Bank of England.
  48. Dömötör, Barbara & Ölvedi, Tímea, 2021. "A személyközi hitelezés létjogosultsága a pénzügyi közvetítésben [The relevance of peer-to-peer lending in financial intermediation]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(7), pages 773-793.
  49. Doumpos, Michalis & Zopounidis, Constantin & Gounopoulos, Dimitrios & Platanakis, Emmanouil & Zhang, Wenke, 2023. "Operational research and artificial intelligence methods in banking," European Journal of Operational Research, Elsevier, vol. 306(1), pages 1-16.
  50. Kowalewski, Oskar & Pisany, Paweł & Ślązak, Emil, 2022. "Digitalization and data, institutional quality and culture as drivers of technology-based credit providers," Journal of Economics and Business, Elsevier, vol. 121(C).
  51. Danisewicz, Piotr & Elard, Ilaf, 2023. "The real effects of financial technology: Marketplace lending and personal bankruptcy," Journal of Banking & Finance, Elsevier, vol. 155(C).
  52. Štefan Lyócsa & Petra Vašaničová & Branka Hadji Misheva & Marko Dávid Vateha, 2022. "Default or profit scoring credit systems? Evidence from European and US peer-to-peer lending markets," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-21, December.
  53. Ka Chung Ng & Ping Fan Ke & Mike K. P. So & Kar Yan Tam, 2023. "Augmenting fake content detection in online platforms: A domain adaptive transfer learning via adversarial training approach," Production and Operations Management, Production and Operations Management Society, vol. 32(7), pages 2101-2122, July.
  54. Lopez, Claude & Smith, Benjamin, 2021. "Overcoming Trade-Offs in Tech Regulation," MPRA Paper 107679, University Library of Munich, Germany.
  55. Abbasi, Kaleemullah & Alam, Ashraful & Du, Min (Anna) & Huynh, Toan Luu Duc, 2021. "FinTech, SME efficiency and national culture: Evidence from OECD countries," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
  56. Erik Dolson & Julapa Jagtiani, 2021. "Which Lenders Are More Likely to Reach Out to Underserved Consumers: Banks versus Fintechs versus Other Nonbanks?," Working Papers 21-17, Federal Reserve Bank of Philadelphia.
  57. Thomas J. Chemmanur & Michael B. Imerman & Harshit Rajaiya & Qianqian Yu, 2020. "Recent Developments In The Fintech Industry," Journal of Financial Management, Markets and Institutions (JFMMI), World Scientific Publishing Co. Pte. Ltd., vol. 8(01), pages 1-31, June.
  58. Yiping Huang & Xue Wang & Xun Wang, 2020. "Mobile Payment in China: Practice and Its Effects," Asian Economic Papers, MIT Press, vol. 19(3), pages 1-18, Fall.
  59. Gao, Mingze & Leung, Henry & Liu, Linhui & Qiu, Buhui, 2023. "Consumer behaviour and credit supply: Evidence from an Australian FinTech lender," Finance Research Letters, Elsevier, vol. 57(C).
  60. Hodula, Martin, 2023. "Interest rates as a finance battleground? The rise of Fintech and big tech credit providers and bank interest margin," Finance Research Letters, Elsevier, vol. 53(C).
  61. Xia, Yanchun & Qiao, Zhilin & Xie, Guanghua, 2022. "Corporate resilience to the COVID-19 pandemic: The role of digital finance," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
  62. Hui Zhou & Lin Xu, 2023. "Bank Digital Transformation and Enterprise Innovation—Evidence from China," Sustainability, MDPI, vol. 15(22), pages 1-25, November.
  63. Cornelli, Giulio & Frost, Jon & Gambacorta, Leonardo & Rau, P. Raghavendra & Wardrop, Robert & Ziegler, Tania, 2023. "Fintech and big tech credit: Drivers of the growth of digital lending," Journal of Banking & Finance, Elsevier, vol. 148(C).
  64. Pankaj Kumar Maskara & Emre Kuvvet & Gengxuan Chen, 2021. "The role of P2P platforms in enhancing financial inclusion in the United States: An analysis of peer‐to‐peer lending across the rural–urban divide," Financial Management, Financial Management Association International, vol. 50(3), pages 747-774, September.
  65. Wei Liu & Youfa Sun & Serhat Yüksel & Hasan Dinçer, 2021. "Consensus-based multidimensional due diligence of fintech-enhanced green energy investment projects," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-31, December.
  66. Andrés Alonso Robisco & José Manuel Carbó Martínez, 2022. "Measuring the model risk-adjusted performance of machine learning algorithms in credit default prediction," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-35, December.
  67. John M. Griffin & Samuel Kruger & Prateek Mahajan, 2023. "Did FinTech Lenders Facilitate PPP Fraud?," Journal of Finance, American Finance Association, vol. 78(3), pages 1777-1827, June.
  68. Anil Savio Kavuri & Alistair Milne, 2019. "FinTech and the future of financial services: What are the research gaps?," CAMA Working Papers 2019-18, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
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