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Value of big data to finance: observations on an internet credit Service Company in China

Author

Listed:
  • Shaofeng Zhang

    (100Credit Financial Information Service Co., Ltd.)

  • Wei Xiong

    (100Credit Financial Information Service Co., Ltd.)

  • Wancheng Ni

    (Institute of Automation, Chinese Academy of Sciences)

  • Xin Li

    (Department of Information Systems, City University of Hong Kong)

Abstract

Background his paper presents a case study on 100Credit, an Internet credit service provider in China. 100Credit began as an IT company specializing in e-commerce recommendation before getting into the credit rating business. The company makes use of Big Data on multiple aspects of individuals’ online activities to infer their potential credit risk. Methods Based on 100Credit’s business practices, this paper summarizes four aspects related to the value of Big Data in Internet credit services. Results 1) value from large data volume that provides access to more borrowers; 2) value from prediction correctness in reducing lenders’ operational cost; 3) value from the variety of services catering to different needs of lenders; and 4) value from information protection to sustain credit service businesses. Conclusion The paper also discusses the opportunities and challenges of Big Data-based credit risk analysis, which needs to be improved in future research and practice.

Suggested Citation

  • Shaofeng Zhang & Wei Xiong & Wancheng Ni & Xin Li, 2015. "Value of big data to finance: observations on an internet credit Service Company in China," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 1(1), pages 1-18, December.
  • Handle: RePEc:spr:fininn:v:1:y:2015:i:1:d:10.1186_s40854-015-0017-2
    DOI: 10.1186/s40854-015-0017-2
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    References listed on IDEAS

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    1. Pagano, Marco & Jappelli, Tullio, 1993. "Information Sharing in Credit Markets," Journal of Finance, American Finance Association, vol. 48(5), pages 1693-1718, December.
    2. Djankov, Simeon & McLiesh, Caralee & Shleifer, Andrei, 2007. "Private credit in 129 countries," Journal of Financial Economics, Elsevier, vol. 84(2), pages 299-329, May.
    3. Brown, Martin & Jappelli, Tullio & Pagano, Marco, 2009. "Information sharing and credit: Firm-level evidence from transition countries," Journal of Financial Intermediation, Elsevier, vol. 18(2), pages 151-172, April.
    4. Luoto, Jill & McIntosh, Craig & Wydick, Bruce, 2007. "Credit Information Systems in Less Developed Countries: A Test with Microfinance in Guatemala," Economic Development and Cultural Change, University of Chicago Press, vol. 55(2), pages 313-334, January.
    5. Kallberg, Jarl G. & Udell, Gregory F., 2003. "The value of private sector business credit information sharing: The US case," Journal of Banking & Finance, Elsevier, vol. 27(3), pages 449-469, March.
    6. Martin Brown & Christian Zehnder, 2007. "Credit Reporting, Relationship Banking, and Loan Repayment," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(8), pages 1883-1918, December.
    7. Padilla, A. Jorge & Pagano, Marco, 2000. "Sharing default information as a borrower discipline device," European Economic Review, Elsevier, vol. 44(10), pages 1951-1980, December.
    8. Sumit Agarwal, 2010. "Distance and Private Information in Lending," The Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    9. Robert Hauswald & Robert Marquez, 2006. "Competition and Strategic Information Acquisition in Credit Markets," The Review of Financial Studies, Society for Financial Studies, vol. 19(3), pages 967-1000.
    10. Vercammen, James A, 1995. "Credit Bureau Policy and Sustainable Reputation Effects in Credit Markets," Economica, London School of Economics and Political Science, vol. 62(248), pages 461-478, November.
    11. Jappelli, Tullio & Pagano, Marco, 2002. "Information sharing, lending and defaults: Cross-country evidence," Journal of Banking & Finance, Elsevier, vol. 26(10), pages 2017-2045, October.
    12. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    13. Stigler, George J., 2011. "Economics of Information," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 5, pages 35-49.
    14. Ritu Agarwal & Vasant Dhar, 2014. "Editorial —Big Data, Data Science, and Analytics: The Opportunity and Challenge for IS Research," Information Systems Research, INFORMS, vol. 25(3), pages 443-448, September.
    15. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    16. Zhangxi Lin & Andrew B. Whinston & Shaokun Fan, 2015. "Harnessing Internet finance with innovative cyber credit management," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 1(1), pages 1-24, December.
    17. McIntosh, Craig & Wydick, Bruce, 2005. "Competition and microfinance," Journal of Development Economics, Elsevier, vol. 78(2), pages 271-298, December.
    18. Lean Yu & Xinxie Li & Ling Tang & Zongyi Zhang & Gang Kou, 2015. "Social credit: a comprehensive literature review," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 1(1), pages 1-18, December.
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    2. Huidong Sun & Mustafa Raza Rabbani & Muhammad Safdar Sial & Siming Yu & José António Filipe & Jacob Cherian, 2020. "Identifying Big Data’s Opportunities, Challenges, and Implications in Finance," Mathematics, MDPI, vol. 8(10), pages 1-19, October.

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