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On the Rise of FinTechs: Credit Scoring Using Digital Footprints

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Cited by:

  1. 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.
  2. Mao, Fengfu & Wang, Yuanfan & Zhu, Mengsi, 2023. "Digital financial inclusion, traditional finance system and household entrepreneurship," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
  3. Christophe Hurlin & Christophe Perignon & Sébastien Saurin, 2021. "The Fairness of Credit Scoring Models," Working Papers hal-03501452, HAL.
  4. Leonardo Gambacorta & Yiping Huang & Zhenhua Li & Han Qiu & Shu Chen, 2020. "Data vs collateral," BIS Working Papers 881, Bank for International Settlements.
  5. Tang, Xinyin & Feng, Chong & Zhu, Jianping & He, Minna, 2022. "How Can We Learn from Borrowers’ Online Behaviors? The Signal Effect of Borrowers’ Platform Involvement on Their Credit Risk," SocArXiv qga8j, Center for Open Science.
  6. Moritz Sefried & Jan Riepe, 2023. "The benefits of banks’ IT investments in times of trouble: evidence from loan loss accruals during the COVID-19 pandemic," Journal of Business Economics, Springer, vol. 93(1), pages 149-171, January.
  7. Fenfen Ma & Shah Fahad & Shuxi Yan & Yapeng Zhang, 2023. "Digital Transformation and Corporate Environmental Green Innovation Nexus: An Approach towards Green Innovation Improvement," Sustainability, MDPI, vol. 15(7), pages 1-15, April.
  8. Leonardo Gambacorta & Yiping Huang & Han Qiu & Jingyi Wang, 2019. "How do machine learning and non-traditional data affect credit scoring? New evidence from a Chinese fintech firm," BIS Working Papers 834, Bank for International Settlements.
  9. D Dulani Jayasuriya & Mohamed Ayaz & Michael Williams, 2023. "The use of digital footprints in the US mortgage market," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 63(1), pages 353-401, March.
  10. 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.
  11. 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.
  12. 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.
  13. Sebastian Doerr & Jon Frost & Leonardo Gambacorta & Vatsala Shreeti, 2023. "Big techs in finance," BIS Working Papers 1129, Bank for International Settlements.
  14. Nicola Branzoli & Edoardo Rainone & Ilaria Supino, 2023. "The role of banks' technology adoption in credit markets during the pandemic," Temi di discussione (Economic working papers) 1406, Bank of Italy, Economic Research and International Relations Area.
  15. Lv, Panpan & Xiong, Hu, 2022. "Can FinTech improve corporate investment efficiency? Evidence from China," Research in International Business and Finance, Elsevier, vol. 60(C).
  16. 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.
  17. 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.
  18. Brown, Ross & Lee, Neil, 2019. "Strapped for cash? Funding for UK high growth SMEs since the global financial crisis," Journal of Business Research, Elsevier, vol. 99(C), pages 37-45.
  19. Tetyana Balyuk, 2023. "FinTech Lending and Bank Credit Access for Consumers," Management Science, INFORMS, vol. 69(1), pages 555-575, January.
  20. Jacek Adamek & Ma³gorzata Solarz, 2023. "Adoption factors in digital lending services offered by FinTech lenders," Oeconomia Copernicana, Institute of Economic Research, vol. 14(1), pages 169-212, March.
  21. 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.
  22. 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).
  23. 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.
  24. Haibo Lei & Qin Su, 2023. "Does the Use of Digital Finance Affect Household Farmland Transfer-Out?," Sustainability, MDPI, vol. 15(16), pages 1-18, August.
  25. 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).
  26. Kakhkharov, Jakhongir & Bianchi, Robert J., 2022. "COVID-19 and policy responses: Early evidence in banks and FinTech stocks," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
  27. Cristina Demma & Giovanni Ferri & Andrea Orame & Valerio Pesic & Valerio Vacca, 2024. "Banks' operational resilience during pandemics," Questioni di Economia e Finanza (Occasional Papers) 833, Bank of Italy, Economic Research and International Relations Area.
  28. Halabi, Hussein & Alshehabi, Ahmad & Wood, Geoffrey & Khan, Zaheer & Afrifa, Godfred, 2021. "The impact of international diversification on credit scores: Evidence from the UK," International Business Review, Elsevier, vol. 30(6).
  29. W. Scott Frame & Larry D. Wall & Lawrence J. White, 2018. "Technological Change and Financial Innovation in Banking: Some Implications for Fintech," FRB Atlanta Working Paper 2018-11, Federal Reserve Bank of Atlanta.
  30. Tobias Berg & Andreas Fuster & Manju Puri, 2022. "FinTech Lending," Annual Review of Financial Economics, Annual Reviews, vol. 14(1), pages 187-207, November.
  31. Christine Laudenbach & Jenny Pirschel & Stephan Siegel, 2018. "Personal Communication in an Automated World: Evidence from Loan Repayments," CESifo Working Paper Series 7295, CESifo.
  32. 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).
  33. 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.
  34. 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.
  35. Jon Frost & Leonardo Gambacorta & Yi Huang & Hyun Song Shin & Pablo Zbinden, 2019. "BigTech and the changing structure of financial intermediation," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(100), pages 761-799.
  36. Yang, Bo & Ma, Fang & Deng, Weihua & Pi, Yang, 2022. "Digital inclusive finance and rural household subsistence consumption in China," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 627-642.
  37. Dadoukis, Aristeidis & Fiaschetti, Maurizio & Fusi, Giulia, 2021. "IT adoption and bank performance during the Covid-19 pandemic," Economics Letters, Elsevier, vol. 204(C).
  38. 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.
  39. 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.
  40. Kim Sia Ling & Siti Suhana Jamaian & Syahira Mansur & Alwyn Kwan Hoong Liew, 2023. "Modeling Tenant’s Credit Scoring Using Logistic Regression," SAGE Open, , vol. 13(3), pages 21582440231, August.
  41. 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.
  42. 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).
  43. Sunghun Chung & Keongtae Kim & Chul Ho Lee & Wonseok Oh, 2023. "Interdependence between online peer‐to‐peer lending and cryptocurrency markets and its effects on financial inclusion," Production and Operations Management, Production and Operations Management Society, vol. 32(6), pages 1939-1957, June.
  44. Soojin Park & Prida Erni Kesuma & Man Cho, 2021. "Did Financial Consumers Benefit from the Digital Transformation? An Empirical Investigation," IJFS, MDPI, vol. 9(4), pages 1-18, October.
  45. Chava, Sudheer & Ganduri, Rohan & Paradkar, Nikhil & Zhang, Yafei, 2021. "Impact of marketplace lending on consumers’ future borrowing capacities and borrowing outcomes," Journal of Financial Economics, Elsevier, vol. 142(3), pages 1186-1208.
  46. von Zahn, Moritz & Bauer, Kevin & Mihale-Wilson, Cristina & Jagow, Johanna & Speicher, Max & Hinz, Oliver, 2022. "The smart green nudge: Reducing product returns through enriched digital footprints & causal machine learning," SAFE Working Paper Series 363, Leibniz Institute for Financial Research SAFE, revised 2022.
  47. Wang, Yichen & Hu, Jun & Chen, Jia, 2023. "Does Fintech facilitate cross-border M&As? Evidence from Chinese A-share listed firms," International Review of Financial Analysis, Elsevier, vol. 85(C).
  48. 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).
  49. 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.
  50. Kriebel, Johannes & Stitz, Lennart, 2022. "Credit default prediction from user-generated text in peer-to-peer lending using deep learning," European Journal of Operational Research, Elsevier, vol. 302(1), pages 309-323.
  51. Langenbucher, Katja, 2022. "Consumer credit in the age of AI: Beyond anti-discrimination law," LawFin Working Paper Series 42, Goethe University, Center for Advanced Studies on the Foundations of Law and Finance (LawFin).
  52. He, Zhiguo & Huang, Jing & Zhou, Jidong, 2023. "Open banking: Credit market competition when borrowers own the data," Journal of Financial Economics, Elsevier, vol. 147(2), pages 449-474.
  53. 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).
  54. 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.
  55. Nicola Branzoli & Ilaria Supino, 2020. "FinTech credit: a critical review of empirical research," Questioni di Economia e Finanza (Occasional Papers) 549, Bank of Italy, Economic Research and International Relations Area.
  56. Lin, Aijie & Peng, Yulei & Wu, Xi, 2022. "Digital finance and investment of micro and small enterprises: Evidence from China," China Economic Review, Elsevier, vol. 75(C).
  57. Lei Lu & Jianxing Wei & Weixing Wu & Yi Zhou, 2023. "Pricing strategies in BigTech lending: Evidence from China," Financial Management, Financial Management Association International, vol. 52(2), pages 333-374, June.
  58. Leonardo Gambacorta & Yiping Huang & Zhenhua Li & Han Qiu & Shu Chen, 2023. "Data versus Collateral," Review of Finance, European Finance Association, vol. 27(2), pages 369-398.
  59. Langenbucher, Katja, 2022. "Consumer credit in the age of AI: Beyond anti-discrimination law," SAFE Working Paper Series 369, Leibniz Institute for Financial Research SAFE.
  60. Guo, Pin & Zhang, Cheng, 2023. "The impact of bank FinTech on liquidity creation: Evidence from China," Research in International Business and Finance, Elsevier, vol. 64(C).
  61. Sally Chen & Derryl D'Silva & Frank Packer & Siddharth Tiwari, 2022. "Virtual banking and beyond," BIS Papers, Bank for International Settlements, number 120.
  62. José María Liberti & Mitchell A. Petersen, 2018. "Information: Hard and Soft," NBER Working Papers 25075, National Bureau of Economic Research, Inc.
  63. Nengfeng Zhou & Zach Zhang & Vijayan N. Nair & Harsh Singhal & Jie Chen, 2022. "Bias, Fairness and Accountability with Artificial Intelligence and Machine Learning Algorithms," International Statistical Review, International Statistical Institute, vol. 90(3), pages 468-480, December.
  64. Salma Rhanoui, 2022. "Banking Goes Digital: The Main Determinants of the Clients Satisfaction and Trust toward Fintech-Based Services," International Journal of Economics and Financial Issues, Econjournals, vol. 12(5), pages 10-20, September.
  65. Luisa Roa & Andr'es Rodr'iguez-Rey & Alejandro Correa-Bahnsen & Carlos Valencia, 2021. "Supporting Financial Inclusion with Graph Machine Learning and Super-App Alternative Data," Papers 2102.09974, arXiv.org.
  66. Mariani, Lucas A. & Haas Ornelas, José Renato & Ricca, Bernardo, 2023. "Banks’ Physical Footprint and Financial Technology Adoption," IDB Publications (Working Papers) 12812, Inter-American Development Bank.
  67. Chen, Xiao & Huang, Bihong & Shaban, Mohamed, 2022. "Naïve or sophisticated? Information disclosure and investment decisions in peer to peer lending," Journal of Corporate Finance, Elsevier, vol. 77(C).
  68. Sánchez, Marisa A., 2022. "A multi-level perspective on financial technology transitions," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
  69. Gregor Dorfleitner & Lars Hornuf & Julia Kreppmeier, 2023. "Promise not fulfilled: FinTech, data privacy, and the GDPR," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-29, December.
  70. Yufei Xia & Xinyi Guo & Yinguo Li & Lingyun He & Xueyuan Chen, 2022. "Deep learning meets decision trees: An application of a heterogeneous deep forest approach in credit scoring for online consumer lending," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 41(8), pages 1669-1690, December.
  71. Hasan, Iftekhar & Li, Xiang & Takalo, Tuomas, 2023. "Technological innovation and the bank lending channel of monetary policy transmission," IWH Discussion Papers 14/2021, Halle Institute for Economic Research (IWH), revised 2023.
  72. David M. Harrison & Michael J. Seiler & Liuming Yang, 2024. "The Impact of iBuyers on Housing Market Dynamics," The Journal of Real Estate Finance and Economics, Springer, vol. 68(3), pages 425-461, April.
  73. Franz Flögel & Marius Beckamp, 2020. "Will FinTech make regional banks superfluous for small firm finance? Observations from soft information‐based lending in Germany," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 49(2), July.
  74. Lars Ole Hjelkrem & Petter Eilif de Lange & Erik Nesset, 2022. "The Value of Open Banking Data for Application Credit Scoring: Case Study of a Norwegian Bank," JRFM, MDPI, vol. 15(12), pages 1-15, December.
  75. 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).
  76. 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).
  77. Sutherland, Andrew G., 2020. "Technology is changing lending: Implications for research," Journal of Accounting and Economics, Elsevier, vol. 70(2).
  78. Wang, Xinyue & Cao, Yuqiang & Feng, Zhuoan & Lu, Meiting & Shan, Yaowen, 2023. "Local FinTech development and stock price crash risk," Finance Research Letters, Elsevier, vol. 53(C).
  79. M. Ali Choudhary & Anil K. Jain, 2022. "Credit access and relational contracts: An experiment testing informational and contractual frictions for Pakistani farmers," International Finance Discussion Papers 2022, Board of Governors of the Federal Reserve System (U.S.).
  80. 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.
  81. Li, Yuze & Jiang, Shangrong & Shi, Jianming & Wei, Yunjie, 2021. "Pricing strategies for blockchain payment service under customer heterogeneity," International Journal of Production Economics, Elsevier, vol. 242(C).
  82. 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).
  83. Ryan Clements, 2022. "Could Alberta Enact a Sub-National Open Banking Regime?," SPP Research Papers, The School of Public Policy, University of Calgary, vol. 15(30), October.
  84. An, Jiafu & Hou, Wenxuan & Lin, Chen, 2022. "Epidemic disease and financial development," Journal of Financial Economics, Elsevier, vol. 143(1), pages 332-358.
  85. Li, Emma & Mao, Mike Qinghao & Zhang, Hong Feng & Zheng, Hao, 2023. "Banks’ investments in fintech ventures," Journal of Banking & Finance, Elsevier, vol. 149(C).
  86. Dancsik, Bálint, 2020. "Rendszerszintű kockázat rendszerszintű erkölcs nélkül. Kiegészítések a pénzügyi válságok etikai magyarázatához [Systemic risk without systemic ethics. Supplements to the ethical explanation of fina," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(3), pages 225-243.
  87. 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.
  88. 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.
  89. Angelo D'Andrea & Nicola Limodio, 2019. "High-Speed Internet, Financial Technology and Banking in Africa," BAFFI CAREFIN Working Papers 19124, BAFFI CAREFIN, Centre for Applied Research on International Markets Banking Finance and Regulation, Universita' Bocconi, Milano, Italy.
  90. Yi Yang & Shuhe Shi & Jingjing Wu, 2022. "Digital Financial Inclusion to Corporation Value: The Mediating Effect of Ambidextrous Innovation," Sustainability, MDPI, vol. 14(24), pages 1-23, December.
  91. Yang, Tong & Zhang, Xun, 2022. "FinTech adoption and financial inclusion: Evidence from household consumption in China," Journal of Banking & Finance, Elsevier, vol. 145(C).
  92. Qian Liu & Yiheng You, 2023. "FinTech and Green Credit Development—Evidence from China," Sustainability, MDPI, vol. 15(7), pages 1-23, March.
  93. Gregor Dorfleitner & Lars Hornuf & Julia Kreppmeier, 2021. "Promise not Fulfilled: FinTech Data Privacy, and the GDPR," CESifo Working Paper Series 9359, CESifo.
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