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A Demand Curve for Disaster Recovery Loans

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  • Benjamin Collier
  • Cameron Ellis

Abstract

We estimate and trace a credit demand curve for households that recently experienced damage to their homes from a natural disaster. Our administrative data include over one million applicants to a federal recovery loan program for households. We estimate extensive‐margin demand over a large range of interest rates. Our identification strategy exploits 24 natural experiments, leveraging exogenous, time‐based variation in the program's offered interest rate. Interest rates meaningfully affect consumer demand throughout the distribution of rates. On average, a 1 percentage point increase in the interest rate reduces loan take‐up by 26%. We find a large impact of applicants' credit quality on demand and evidence of monthly payment targeting. Using our estimated demand curve and information on program costs, we find that the program generates an average social surplus of $2900 per borrower.

Suggested Citation

  • Benjamin Collier & Cameron Ellis, 2024. "A Demand Curve for Disaster Recovery Loans," Econometrica, Econometric Society, vol. 92(3), pages 713-748, May.
  • Handle: RePEc:wly:emetrp:v:92:y:2024:i:3:p:713-748
    DOI: 10.3982/ECTA20417
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    1. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    2. Aditya Aladangady, 2017. "Housing Wealth and Consumption: Evidence from Geographically-Linked Microdata," American Economic Review, American Economic Association, vol. 107(11), pages 3415-3446, November.
    3. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    4. Peter Ganong & Pascal Noel, 2019. "Consumer Spending during Unemployment: Positive and Normative Implications," American Economic Review, American Economic Association, vol. 109(7), pages 2383-2424, July.
    5. James Cloyne & Kilian Huber & Ethan Ilzetzki & Henrik Kleven, 2019. "The Effect of House Prices on Household Borrowing: A New Approach," American Economic Review, American Economic Association, vol. 109(6), pages 2104-2136, June.
    6. Anthony A. Defusco, 2018. "Homeowner Borrowing and Housing Collateral: New Evidence from Expiring Price Controls," Journal of Finance, American Finance Association, vol. 73(2), pages 523-573, April.
    7. Sule Alan & Gyongyi Loranth, 2013. "Subprime Consumer Credit Demand: Evidence from a Lender's Pricing Experiment," The Review of Financial Studies, Society for Financial Studies, vol. 26(9), pages 2353-2374.
    8. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    9. Liran Einav & Amy Finkelstein & Mark R. Cullen, 2010. "Estimating Welfare in Insurance Markets Using Variation in Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 877-921.
    10. 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.
    11. Neil Bhutta & Paige Marta Skiba & Jeremy Tobacman, 2015. "Payday Loan Choices and Consequences," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(2-3), pages 223-260, March.
    12. David Laibson & Andrea Repetto & Jeremy Tobacman, 2005. "Estimating Discount Functions with Consumption Choices over the Lifecycle," Levine's Bibliography 784828000000000643, UCLA Department of Economics.
    13. Peter Ganong & Pascal Noel, 2020. "Liquidity versus Wealth in Household Debt Obligations: Evidence from Housing Policy in the Great Recession," American Economic Review, American Economic Association, vol. 110(10), pages 3100-3138, October.
    14. Sumit Agarwal & Souphala Chomsisengphet & Chunlin Liu, 2010. "The Importance of Adverse Selection in the Credit Card Market: Evidence from Randomized Trials of Credit Card Solicitations," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(4), pages 743-754, June.
    15. Will Dobbie & Paige Marta Skiba, 2013. "Information Asymmetries in Consumer Credit Markets: Evidence from Payday Lending," American Economic Journal: Applied Economics, American Economic Association, vol. 5(4), pages 256-282, October.
    16. Hurst, Erik & Stafford, Frank, 2004. "Home Is Where the Equity Is: Mortgage Refinancing and Household Consumption," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(6), pages 985-1014, December.
    17. Tatyana Deryugina & Laura Kawano & Steven Levitt, 2018. "The Economic Impact of Hurricane Katrina on Its Victims: Evidence from Individual Tax Returns," American Economic Journal: Applied Economics, American Economic Association, vol. 10(2), pages 202-233, April.
    18. Alejandro Ponce & Enrique Seira & Guillermo Zamarripa, 2017. "Borrowing on the Wrong Credit Card? Evidence from Mexico," American Economic Review, American Economic Association, vol. 107(4), pages 1335-1361, April.
    19. Billings, Stephen B. & Gallagher, Emily A. & Ricketts, Lowell, 2022. "Let the rich be flooded: The distribution of financial aid and distress after hurricane harvey," Journal of Financial Economics, Elsevier, vol. 146(2), pages 797-819.
    20. Hahn, Jinyong & Todd, Petra & Van der Klaauw, Wilbert, 2001. "Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design," Econometrica, Econometric Society, vol. 69(1), pages 201-209, January.
    21. Dean Karlan & Jonathan Zinman, 2019. "Long-Run Price Elasticities of Demand for Credit: Evidence from a Countrywide Field Experiment in Mexico," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1704-1746.
    22. Morse, Adair, 2011. "Payday lenders: Heroes or villains?," Journal of Financial Economics, Elsevier, vol. 102(1), pages 28-44, October.
    23. Benjamin L. Collier & Cameron Ellis & Benjamin J. Keys, 2021. "The Cost of Consumer Collateral: Evidence from Bunching," NBER Working Papers 29527, National Bureau of Economic Research, Inc.
    24. Justin Gallagher & Daniel Hartley, 2017. "Household Finance after a Natural Disaster: The Case of Hurricane Katrina," American Economic Journal: Economic Policy, American Economic Association, vol. 9(3), pages 199-228, August.
    25. Sumit Agarwal & Souphala Chomsisengphet & Chunlin Liu, 2010. "The Importance of Adverse Selection in the Credit Card Market: Evidence from Randomized Trials of Credit Card Solicitations," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(4), pages 743-754, June.
    26. Sumit Agarwal & Souphala Chomsisengphet & Neale Mahoney & Johannes Stroebel, 2018. "Do Banks Pass through Credit Expansions to Consumers Who want to Borrow?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(1), pages 129-190.
    27. Finkelstein, Amy & McKnight, Robin, 2008. "What did Medicare do? The initial impact of Medicare on mortality and out of pocket medical spending," Journal of Public Economics, Elsevier, vol. 92(7), pages 1644-1668, July.
    28. Neil Bhutta & Benjamin J. Keys, 2016. "Interest Rates and Equity Extraction during the Housing Boom," American Economic Review, American Economic Association, vol. 106(7), pages 1742-1774, July.
    29. Tatyana Deryugina, 2017. "The Fiscal Cost of Hurricanes: Disaster Aid versus Social Insurance," American Economic Journal: Economic Policy, American Economic Association, vol. 9(3), pages 168-198, August.
    30. Veronica Guerrieri & Guido Lorenzoni & Marta Prato, 2020. "Schumpeter Lecture 2019: Slow Household Deleveraging," Journal of the European Economic Association, European Economic Association, vol. 18(6), pages 2755-2775.
    31. Bernstein, Asaf & Gustafson, Matthew T. & Lewis, Ryan, 2019. "Disaster on the horizon: The price effect of sea level rise," Journal of Financial Economics, Elsevier, vol. 134(2), pages 253-272.
    32. Alejandro del Valle & Tess C. Scharlemann & Stephen H. Shore, 2022. "Household Financial Decision-Making After Natural Disasters: Evidence from Hurricane Harvey," Finance and Economics Discussion Series 2022-015, Board of Governors of the Federal Reserve System (U.S.).
    33. Benjamin J. Keys & Philip Mulder, 2020. "Neglected No More: Housing Markets, Mortgage Lending, and Sea Level Rise," NBER Working Papers 27930, National Bureau of Economic Research, Inc.
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