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Impact of mortgage soft information in loan pricing on default prediction using machine learning

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  • Thi Mai Luong
  • Harald Scheule
  • Nitya Wanzare

Abstract

We analyze the impact of soft information on US mortgages for default prediction and provide a new measure for lender soft information that is based on the interest rates offered to borrowers and incremental to public hard information. Hard and soft information provide for a variation in annual default probabilities of approximately 3%. Soft information has a lesser impact over time and time since origination. Lenders rely more on soft information for high‐risk borrowers. Our study evidences the importance of soft information collected at loan origination.

Suggested Citation

  • Thi Mai Luong & Harald Scheule & Nitya Wanzare, 2023. "Impact of mortgage soft information in loan pricing on default prediction using machine learning," International Review of Finance, International Review of Finance Ltd., vol. 23(1), pages 158-186, March.
    • Handle: RePEc:bla:irvfin:v:23:y:2023:i:1:p:158-186
    DOI: 10.1111/irfi.12392
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    References listed on IDEAS

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    1. Rajan, Uday & Seru, Amit & Vig, Vikrant, 2015. "The failure of models that predict failure: Distance, incentives, and defaults," Journal of Financial Economics, Elsevier, vol. 115(2), pages 237-260.
    2. Brick, Ivan E. & Palia, Darius, 2007. "Evidence of jointness in the terms of relationship lending," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 452-476, July.
    3. Gene Amromin & Anna L. Paulson, 2009. "Comparing patterns of default among prime and subprime mortgages," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 33(Q II), pages 18-37.
    4. Sumit Agarwal & Brent W. Ambrose & Souphala Chomsisengphet & Chunlin Liu, 2011. "The Role of Soft Information in a Dynamic Contract Setting: Evidence from the Home Equity Credit Market," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(4), pages 633-655, June.
    5. Adam J. Levitin & Desen Lin & Susan M. Wachter, 2020. "Mortgage Risk Premiums during the Housing Bubble," The Journal of Real Estate Finance and Economics, Springer, vol. 60(4), pages 421-468, May.
    6. Anthony Pennington-Cross & Souphala Chomsisengphet, 2007. "Subprime Refinancing: Equity Extraction and Mortgage Termination," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 35(2), pages 233-263, June.
    7. Degryse, Hans & Van Cayseele, Patrick, 2000. "Relationship Lending within a Bank-Based System: Evidence from European Small Business Data," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 90-109, January.
    8. Yongheng Deng & John M. Quigley & Robert Van Order, 2000. "Mortgage Terminations, Heterogeneity and the Exercise of Mortgage Options," Econometrica, Econometric Society, vol. 68(2), pages 275-308, March.
    9. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    10. DeYoung, Robert & Glennon, Dennis & Nigro, Peter, 2008. "Borrower-lender distance, credit scoring, and loan performance: Evidence from informational-opaque small business borrowers," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 113-143, January.
    11. Jeremy C. Stein, 2002. "Information Production and Capital Allocation: Decentralized versus Hierarchical Firms," Journal of Finance, American Finance Association, vol. 57(5), pages 1891-1921, October.
    12. Allen N. Berger & Gregory F. Udell, 2002. "Small Business Credit Availability and Relationship Lending: The Importance of Bank Organisational Structure," Economic Journal, Royal Economic Society, vol. 112(477), pages 32-53, February.
    13. John M. Clapp & Gerson M. Goldberg & John P. Harding & Michael LaCour‐Little, 2001. "Movers and Shuckers: Interdependent Prepayment Decisions," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 29(3), pages 411-450, March.
    14. Benjamin J. Keys & Tanmoy Mukherjee & Amit Seru & Vikrant Vig, 2010. "Did Securitization Lead to Lax Screening? Evidence from Subprime Loans," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 307-362.
    15. Lee, Yongwoong & Rösch, Daniel & Scheule, Harald, 2021. "Systematic credit risk in securitised mortgage portfolios," Journal of Banking & Finance, Elsevier, vol. 122(C).
    16. Mitchell A. Petersen & Raghuram G. Rajan, 2002. "Does Distance Still Matter? The Information Revolution in Small Business Lending," Journal of Finance, American Finance Association, vol. 57(6), pages 2533-2570, December.
    17. 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.
    18. Bo Liu & Tien Foo Sing, 2013. "Unobservable Risks in Mortgage Contract Choice," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 41(4), pages 958-985, December.
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