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Lenders’ pricing strategy: Do neighborhood risks matter?

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  • Sumit Agarwal
  • Yongheng Deng
  • Jia He
  • Yonglin Wang
  • Qi Zhang

Abstract

This article explores the different pricing strategies of lenders who originate both government‐sponsored enterprise (GSE) and non‐GSE loans. We find that conditional on loan and borrower characteristics and some observable local economic factors, mortgage rates on GSE loans vary significantly across regions. However, we observe no sizable regional variation in loan amounts or default risk. By contrast, the mortgage rates on non‐GSE loans depend almost entirely on borrowers and loan characteristics. In addition, we find that spatial variations in GSE mortgage rates are highly responsive to regional prepayment risk. Our results are robust to various controls for neighborhood characteristics, including regional‐level bank competition, borrower accessibility to mortgages, and household income levels. Overall, the findings offer a novel insight into how lenders adjust pricing strategies in response to a changing lending environment. The results provide implications relating to the present and imminent dangers of housing bubbles and the intensified refinancing wave following the COVID‐19 pandemic.

Suggested Citation

  • Sumit Agarwal & Yongheng Deng & Jia He & Yonglin Wang & Qi Zhang, 2023. "Lenders’ pricing strategy: Do neighborhood risks matter?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 51(4), pages 1011-1047, July.
  • Handle: RePEc:bla:reesec:v:51:y:2023:i:4:p:1011-1047
    DOI: 10.1111/1540-6229.12421
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    as
    1. Lang, Corey, 2018. "Assessing the efficiency of local open space provision," Journal of Public Economics, Elsevier, vol. 158(C), pages 12-24.
    2. Hannan, Timothy H., 1991. "Bank commercial loan markets and the role of market structure: evidence from surveys of commercial lending," Journal of Banking & Finance, Elsevier, vol. 15(1), pages 133-149, February.
    3. Alex Kaufman, 2014. "The Influence of Fannie and Freddie on Mortgage Loan Terms," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 42(2), pages 472-496, June.
    4. 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.
    5. Wei Jiang & Ashlyn Aiko Nelson & Edward Vytlacil, 2014. "Securitization and Loan Performance: Ex Ante and Ex Post Relations in the Mortgage Market," The Review of Financial Studies, Society for Financial Studies, vol. 27(2), pages 454-483.
    6. Gupta, Arpit & Mittal, Vrinda & Peeters, Jonas & Van Nieuwerburgh, Stijn, 2022. "Flattening the curve: Pandemic-Induced revaluation of urban real estate," Journal of Financial Economics, Elsevier, vol. 146(2), pages 594-636.
    7. Keys, Benjamin J. & Mukherjee, Tanmoy & Seru, Amit & Vig, Vikrant, 2009. "Financial regulation and securitization: Evidence from subprime loans," Journal of Monetary Economics, Elsevier, vol. 56(5), pages 700-720, July.
    8. Yuliya Demyanyk & Otto Van Hemert, 2011. "Understanding the Subprime Mortgage Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1848-1880.
    9. Michael LaCour-Little & Michael Marschoun & Clark L. Maxam, 2002. "Improving Parametric Mortgage Prepayment Models with Non-parametric Kernel Regression," Journal of Real Estate Research, American Real Estate Society, vol. 24(3), pages 299-328.
    10. Erik Hurst & Benjamin J. Keys & Amit Seru & Joseph Vavra, 2016. "Regional Redistribution through the US Mortgage Market," American Economic Review, American Economic Association, vol. 106(10), pages 2982-3028, October.
    11. Xudong An & Yongheng Deng & Stuart A Gabriel, 2021. "Default Option Exercise over the Financial Crisis and beyond [Predatory lending and the subprime crisis]," Review of Finance, European Finance Association, vol. 25(1), pages 153-187.
    12. Corvoisier, Sandrine & Gropp, Reint, 2002. "Bank concentration and retail interest rates," Journal of Banking & Finance, Elsevier, vol. 26(11), pages 2155-2189, November.
    13. Atif Mian & Amir Sufi, 2009. "The Consequences of Mortgage Credit Expansion: Evidence from the U.S. Mortgage Default Crisis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1449-1496.
    14. Sumit Agarwal & Robert Hauswald, 2008. "The choice between arm's-length and relationship debt: evidence from e-loans," Working Paper Series WP-08-10, Federal Reserve Bank of Chicago.
    15. Ghent, Andra C. & Hernández-Murillo, Rubén & Owyang, Michael T., 2014. "Differences in subprime loan pricing across races and neighborhoods," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 199-215.
    16. Huang, Haifang & Tang, Yao, 2012. "Residential land use regulation and the US housing price cycle between 2000 and 2009," Journal of Urban Economics, Elsevier, vol. 71(1), pages 93-99.
    17. James B. Kau & Taewon Kim, 1994. "Waiting to Default: The Value of Delay," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 22(3), pages 539-551, September.
    18. 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.
    19. Andreas Fuster & Ricardo Perez-Truglia & Mirko Wiederholt & Basit Zafar, 2022. "Expectations with Endogenous Information Acquisition: An Experimental Investigation," The Review of Economics and Statistics, MIT Press, vol. 104(5), pages 1059-1078, December.
    20. Black, Harold A. & Boehm, Thomas P. & DeGennaro, Ramon P., 2003. "Is there discrimination in mortgage pricing? The case of overages," Journal of Banking & Finance, Elsevier, vol. 27(6), pages 1139-1165, June.
    21. Bostic, Raphael W & Surette, Brian J, 2001. "Have the Doors Opened Wider? Trends in Homeownership Rates by Race and Income," The Journal of Real Estate Finance and Economics, Springer, vol. 23(3), pages 411-434, November.
    22. Christopher Mayer & Edward Morrison & Tomasz Piskorski & Arpit Gupta, 2014. "Mortgage Modification and Strategic Behavior: Evidence from a Legal Settlement with Countrywide," American Economic Review, American Economic Association, vol. 104(9), pages 2830-2857, September.
    23. Umit G. Gurun & Gregor Matvos & Amit Seru, 2016. "Advertising Expensive Mortgages," Journal of Finance, American Finance Association, vol. 71(5), pages 2371-2416, October.
    24. Christopher Mayer & Karen Pence & Shane M. Sherlund, 2009. "The Rise in Mortgage Defaults," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 27-50, Winter.
    25. Bubb, Ryan & Kaufman, Alex, 2014. "Securitization and moral hazard: Evidence from credit score cutoff rules," Journal of Monetary Economics, Elsevier, vol. 63(C), pages 1-18.
    26. Wayne R. Archer & Peter J. Elmer & David M. Harrison & David C. Ling, 2002. "Determinants of Multifamily Mortgage Default," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(3), pages 445-473.
    27. Norman Miller & Liang Peng, 2006. "Exploring Metropolitan Housing Price Volatility," The Journal of Real Estate Finance and Economics, Springer, vol. 33(1), pages 5-18, August.
    28. Agarwal, Sumit & Ben-David, Itzhak, 2018. "Loan prospecting and the loss of soft information," Journal of Financial Economics, Elsevier, vol. 129(3), pages 608-628.
    29. Roger S. Ahlbrandt, 1977. "Exploratory Research on the Redlining Phenomenon," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 5(4), pages 473-481, December.
    30. Carlin, Bruce I., 2009. "Strategic price complexity in retail financial markets," Journal of Financial Economics, Elsevier, vol. 91(3), pages 278-287, March.
    31. Deng, Yongheng, 1997. "Mortgage Termination: An Empirical Hazard Model with a Stochastic Term Structure," The Journal of Real Estate Finance and Economics, Springer, vol. 14(3), pages 309-331, May.
    32. Deng, Yongheng & Quigley, John M. & Van Order, Robert & Mac, Freddie, 1996. "Mortgage default and low downpayment loans: The costs of public subsidy," Regional Science and Urban Economics, Elsevier, vol. 26(3-4), pages 263-285, June.
    33. Allen N. Berger & Asli Demirgüč-Kunt & Joseph G. Haubrich & Ross Levine, 2004. "Introduction: Bank concentration and competition: an evolution in the making," Proceedings, Federal Reserve Bank of Cleveland, pages 433-451.
    34. Anthony A. DeFusco & Andrew Paciorek, 2017. "The Interest Rate Elasticity of Mortgage Demand: Evidence from Bunching at the Conforming Loan Limit," American Economic Journal: Economic Policy, American Economic Association, vol. 9(1), pages 210-240, February.
    35. Berger, Allen N, et al, 2004. "Bank Concentration and Competition: An Evolution in the Making," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(3), pages 433-451, June.
    36. Ambrose, Brent W & Buttimer, Richard J, Jr & Capone, Charles A, 1997. "Pricing Mortgage Default and Foreclosure Delay," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(3), pages 314-325, August.
    37. Benjamin J. Keys & Amit Seru & Vikrant Vig, 2012. "Lender Screening and the Role of Securitization: Evidence from Prime and Subprime Mortgage Markets," The Review of Financial Studies, Society for Financial Studies, vol. 25(7), pages 2071-2108.
    38. 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.
    39. Brent W. Ambrose & James N. Conklin, 2014. "Mortgage Brokers, Origination Fees, Price Transparency and Competition," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 42(2), pages 363-421, June.
    40. An, Xudong & Deng, Yongheng & Gabriel, Stuart A., 2011. "Asymmetric information, adverse selection, and the pricing of CMBS," Journal of Financial Economics, Elsevier, vol. 100(2), pages 304-325, May.
    41. Brent W. Ambrose & James Conklin & Jiro Yoshida, 2016. "Credit Rationing, Income Exaggeration, and Adverse Selection in the Mortgage Market," Journal of Finance, American Finance Association, vol. 71(6), pages 2637-2686, December.
    42. 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.
    43. Alex Chinco & Christopher Mayer, 2016. "Misinformed Speculators and Mispricing in the Housing Market," The Review of Financial Studies, Society for Financial Studies, vol. 29(2), pages 486-522.
    44. Bhutta, Neil & Hizmo, Aurel, 2020. "Paying Too Much? Borrower Sophistication and Overpayment in the US Mortgage Market," CEPR Discussion Papers 14924, C.E.P.R. Discussion Papers.
    45. Agarwal, Sumit & Chang, Yan & Yavas, Abdullah, 2012. "Adverse selection in mortgage securitization," Journal of Financial Economics, Elsevier, vol. 105(3), pages 640-660.
    46. John Krainer & Elizabeth Laderman, 2011. "Prepayment and delinquency in the mortgage crisis period," Working Paper Series 2011-25, Federal Reserve Bank of San Francisco.
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