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On the Rise of FinTechs – Credit Scoring using Digital Footprints

Author

Listed:
  • Tobias Berg
  • Valentin Burg
  • Ana Gombović
  • Manju Puri
Abstract
We analyze the information content of the digital footprint – information that people leave online simply by accessing or registering on a website – for predicting consumer default. Using more than 250,000 observations, we show that even simple, easily accessible variables from the digital footprint equal or exceed the information content of credit bureau scores. Furthermore, the discriminatory power for unscorable customers is very similar to that of scorable customers. Our results have potentially wide implications for financial intermediaries’ business models, for access to credit for the unbanked, and for the behavior of consumers, firms, and regulators in the digital sphere.

Suggested Citation

  • 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.
    • Handle: RePEc:nbr:nberwo:24551
    Note: CF PR DEV DAE
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    References listed on IDEAS

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    More about this item

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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