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A Tale of Two Bailouts: Effects of TARP and PPP on Subprime Consumer Debt

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  • Allen N. Berger
  • Onesime Epouhe
  • Raluca Roman

Abstract

High levels of subprime consumer debt can create social problems. We test the effects of the Troubled Asset Relief Program (TARP) and Paycheck Protection Program (PPP) bailouts during the Global Financial Crisis and COVID-19 crisis, respectively, on this debt. We use over 11 million credit bureau observations of individual consumer debt combined with banking, bailout, and local market data. We find that subprime consumers with more TARP institutions in their markets had significantly increased debt burdens following these bailouts. In contrast, PPP bailouts were associated with reduced subprime consumer debt. Findings are robust to addressing identification concerns, and yield policy implications regarding bailout structures and strings attached to bailout funds.

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  • Allen N. Berger & Onesime Epouhe & Raluca Roman, 2021. "A Tale of Two Bailouts: Effects of TARP and PPP on Subprime Consumer Debt," Working Papers 21-32, Federal Reserve Bank of Philadelphia.
    • Handle: RePEc:fip:fedpwp:93065
    DOI: 10.21799/frbp.wp.2021.32
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    as
    1. Duchin, Ran & Sosyura, Denis, 2014. "Safer ratios, riskier portfolios: Banks׳ response to government aid," Journal of Financial Economics, Elsevier, vol. 113(1), pages 1-28.
    2. Berger, Allen N. & Bouwman, Christa H.S., 2013. "How does capital affect bank performance during financial crises?," Journal of Financial Economics, Elsevier, vol. 109(1), pages 146-176.
    3. 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.
    4. Christopher L Foote & Lara Loewenstein & Paul S Willen, 2021. "Cross-Sectional Patterns of Mortgage Debt during the Housing Boom: Evidence and Implications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(1), pages 229-259.
    5. Acharya, Viral V. & Yorulmazer, Tanju, 2007. "Too many to fail--An analysis of time-inconsistency in bank closure policies," Journal of Financial Intermediation, Elsevier, vol. 16(1), pages 1-31, January.
    6. Veronica Guerrieri & Guido Lorenzoni, 2017. "Credit Crises, Precautionary Savings, and the Liquidity Trap," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(3), pages 1427-1467.
    7. Wei Jiang, 2017. "Have Instrumental Variables Brought Us Closer to the Truth," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 6(2), pages 127-140.
    8. Carmen M. Reinhart & Kenneth S. Rogoff, 2014. "This Time is Different: A Panoramic View of Eight Centuries of Financial Crises," Annals of Economics and Finance, Society for AEF, vol. 15(2), pages 215-268, November.
    9. Atif Mian & Kamalesh Rao & Amir Sufi, 2013. "Household Balance Sheets, Consumption, and the Economic Slump," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(4), pages 1687-1726.
    10. Atif Mian & Amir Sufi, 2011. "House Prices, Home Equity-Based Borrowing, and the US Household Leverage Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 2132-2156, August.
    11. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "Varieties of Crises and Their Dates," Introductory Chapters, in: This Time Is Different: Eight Centuries of Financial Folly, Princeton University Press.
    12. Tullio Jappelli & Luigi Pistaferri, 2014. "Fiscal Policy and MPC Heterogeneity," American Economic Journal: Macroeconomics, American Economic Association, vol. 6(4), pages 107-136, October.
    13. 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.
    14. Matthieu Chavaz & Andrew K Rose, 2019. "Political Borders and Bank Lending in Post-Crisis America," Review of Finance, European Finance Association, vol. 23(5), pages 935-959.
    15. Berger, Allen N. & Demirgüç-Kunt, Asli, 2021. "Banking research in the time of COVID-19," Journal of Financial Stability, Elsevier, vol. 57(C).
    16. Akey, Pat & Heimer, Rawley Z. & Lewellen, Stefan, 2021. "Politicizing consumer credit," Journal of Financial Economics, Elsevier, vol. 139(2), pages 627-655.
    17. Jang, Karen Y., 2017. "The effect of TARP on the propagation of real estate shocks: Evidence from geographically diversified banks," Journal of Banking & Finance, Elsevier, vol. 83(C), pages 173-192.
    18. Chodorow-Reich, Gabriel & Darmouni, Olivier & Luck, Stephan & Plosser, Matthew, 2022. "Bank liquidity provision across the firm size distribution," Journal of Financial Economics, Elsevier, vol. 144(3), pages 908-932.
    19. Erel, Isil & Liebersohn, Jack, 2020. "Does FinTech Substitute for Banks? Evidence from the Paycheck Protection Program," Working Paper Series 2020-16, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    20. Berger, Allen N. & Roman, Raluca A. & Sedunov, John, 2020. "Did TARP reduce or increase systemic risk? The effects of government aid on financial system stability," Journal of Financial Intermediation, Elsevier, vol. 43(C).
    21. Allen N. Berger & Christa H. S. Bouwman & Dasol Kim, 2017. "Small Bank Comparative Advantages in Alleviating Financial Constraints and Providing Liquidity Insurance over Time," The Review of Financial Studies, Society for Financial Studies, vol. 30(10), pages 3416-3454.
    22. Robert P. Bartlett III & Adair Morse, 2020. "Small Business Survival Capabilities and Policy Effectiveness: Evidence from Oakland," NBER Working Papers 27629, National Bureau of Economic Research, Inc.
    23. Gauti B. Eggertsson & Paul Krugman, 2012. "Debt, Deleveraging, and the Liquidity Trap: A Fisher-Minsky-Koo Approach," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(3), pages 1469-1513.
    24. Granja, João & Makridis, Christos & Yannelis, Constantine & Zwick, Eric, 2022. "Did the paycheck protection program hit the target?," Journal of Financial Economics, Elsevier, vol. 145(3), pages 725-761.
    25. Cordella, Tito & Yeyati, Eduardo Levy, 2003. "Bank bailouts: moral hazard vs. value effect," Journal of Financial Intermediation, Elsevier, vol. 12(4), pages 300-330, October.
    26. Glenn Hubbard & Michael R. Strain, 2020. "Has the Paycheck Protection Program Succeeded?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 51(3 (Fall)), pages 335-390.
    27. Anginer, Deniz & Demirguc-Kunt, Asli & Huizinga, Harry & Ma, Kebin, 2013. "How does corporate governance affect bank capitalization strategies ?," Policy Research Working Paper Series 6636, The World Bank.
    28. Keeley, Michael C, 1990. "Deposit Insurance, Risk, and Market Power in Banking," American Economic Review, American Economic Association, vol. 80(5), pages 1183-1200, December.
    29. Isil Erel & Jack Liebersohn, 2020. "Does FinTech Substitute for Banks? Evidence from the Paycheck Protection Program," NBER Working Papers 27659, National Bureau of Economic Research, Inc.
    30. Anginer, Deniz & Demirguc-Kunt, Asli & Huizinga, Harry & Ma, Kebin, 2013. "How does corporate governance affect bank capitalization strategies ?," Policy Research Working Paper Series 6636, The World Bank.
    31. Allen N. Berger & Geraldo Cerqueiro & María Fabiana Penas, 2015. "Market Size Structure and Small Business Lending: Are Crisis Times Different from Normal Times?," Review of Finance, European Finance Association, vol. 19(5), pages 1965-1995.
    32. Demirguc-Kunt, Asli & Detragiache, Enrica, 1997. "The determinants of banking crises : evidence from industrial and developing countries," Policy Research Working Paper Series 1828, The World Bank.
    33. Meta Brown & John Grigsby & Wilbert van der Klaauw & Jaya Wen & Basit Zafar, 2016. "Financial Education and the Debt Behavior of the Young," The Review of Financial Studies, Society for Financial Studies, vol. 29(9), pages 2490-2522.
    34. Raj Chetty & John N Friedman & Michael Stepner & Opportunity Insights Team & Camille Baker & Harvey Barnhard & Matt Bell & Gregory Bruich & Tina Chelidze & Lucas Chu & Westley Cineus & Sebi Devlin-Fol, 2024. "The Economic Impacts of COVID-19: Evidence from a New Public Database Built Using Private Sector Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(2), pages 829-889.
    35. Moritz Schularick & Alan M. Taylor, 2012. "Credit Booms Gone Bust: Monetary Policy, Leverage Cycles, and Financial Crises, 1870-2008," American Economic Review, American Economic Association, vol. 102(2), pages 1029-1061, April.
    36. Beck, Thorsten & Degryse, Hans & De Haas, Ralph & van Horen, Neeltje, 2018. "When arm's length is too far: Relationship banking over the credit cycle," Journal of Financial Economics, Elsevier, vol. 127(1), pages 174-196.
    37. Black, Lamont K. & Hazelwood, Lieu N., 2013. "The effect of TARP on bank risk-taking," Journal of Financial Stability, Elsevier, vol. 9(4), pages 790-803.
    38. Mücke, Christian & Pelizzon, Loriana & Pezone, Vincenzo & Thakor, Anjan V., 2021. "The carrot and the stick: Bank bailouts and the disciplining role of board appointments," SAFE Working Paper Series 316, Leibniz Institute for Financial Research SAFE, revised 2021.
    39. Humphries, John Eric & Neilson, Christopher A. & Ulyssea, Gabriel, 2020. "Information frictions and access to the Paycheck Protection Program," Journal of Public Economics, Elsevier, vol. 190(C).
    40. Sumit Agarwal & Wenlan Qian, 2014. "Consumption and Debt Response to Unanticipated Income Shocks: Evidence from a Natural Experiment in Singapore," American Economic Review, American Economic Association, vol. 104(12), pages 4205-4230, December.
    41. 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.
    42. James, Christopher & Lu, Jing & Sun, Yangfan, 2021. "Time is money: Real effects of relationship lending in a crisis," Journal of Banking & Finance, Elsevier, vol. 133(C).
    43. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    44. Neil Bhutta, 2011. "The Community Reinvestment Act and Mortgage Lending to Lower Income Borrowers and Neighborhoods," Journal of Law and Economics, University of Chicago Press, vol. 54(4), pages 953-983.
    45. Li, Lei, 2013. "TARP funds distribution and bank loan supply," Journal of Banking & Finance, Elsevier, vol. 37(12), pages 4777-4792.
    46. Allen N. Berger & Christa H. S. Bouwman & Lars Norden & Raluca A. Roman & Gregory F. Udell & Teng Wang, 2024. "Piercing through Opacity: Relationships and Credit Card Lending to Consumers and Small Businesses during Normal Times and the COVID-19 Crisis," Journal of Political Economy, University of Chicago Press, vol. 132(2), pages 484-551.
    47. Jason P. Brown, 2021. "Response of Consumer Debt to Income Shocks: The Case of Energy Booms and Busts," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 53(7), pages 1629-1675, October.
    48. Anjan Thakor, 2015. "Lending Booms, Smart Bankers, and Financial Crises," American Economic Review, American Economic Association, vol. 105(5), pages 305-309, May.
    49. Demyanyk, Yuliya & Loutskina, Elena, 2016. "Mortgage companies and regulatory arbitrage," Journal of Financial Economics, Elsevier, vol. 122(2), pages 328-351.
    50. Mr. Luc Laeven & Mr. Fabian Valencia, 2018. "Systemic Banking Crises Revisited," IMF Working Papers 2018/206, International Monetary Fund.
    51. Karakaplan, Mustafa U., 2021. "This time is really different: The multiplier effect of the Paycheck Protection Program (PPP) on small business bank loans," Journal of Banking & Finance, Elsevier, vol. 133(C).
    52. Reint Gropp & Hendrik Hakenes & Isabel Schnabel, 2011. "Competition, Risk-shifting, and Public Bail-out Policies," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 2084-2120.
    53. Allen N. Berger & Raluca Roman, 2015. "Did saving Wall Street really save Main Street : the real effects of TARP on local economic conditions," Research Working Paper RWP 15-13, Federal Reserve Bank of Kansas City.
    54. Montgomery, Heather & Takahashi, Yuki, 2014. "The economic consequences of the TARP: The effectiveness of bank recapitalization policies in the U.S," Japan and the World Economy, Elsevier, vol. 32(C), pages 49-64.
    55. Chu, Yongqiang & Zhang, Donghang & Zhao, Yijia (Eddie), 2019. "Bank Capital and Lending: Evidence from Syndicated Loans," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 54(2), pages 667-694, April.
    56. Neil Bhutta & Jane Dokko & Hui Shan, 2017. "Consumer Ruthlessness and Mortgage Default during the 2007 to 2009 Housing Bust," Journal of Finance, American Finance Association, vol. 72(6), pages 2433-2466, December.
    57. Berger, Allen N. & Roman, Raluca A., 2015. "Did TARP Banks Get Competitive Advantages?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(6), pages 1199-1236, December.
    58. Alexander W. Bartik & Zoe B. Cullen & Edward L. Glaeser & Michael Luca & Christopher T. Stanton & Adi Sunderam, 2020. "When Should Public Programs be Privately Administered? Theory and Evidence from the Paycheck Protection Program," NBER Working Papers 27623, National Bureau of Economic Research, Inc.
    59. Amiyatosh Purnanandam, 2011. "Originate-to-distribute Model and the Subprime Mortgage Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1881-1915.
    60. Loretta J. Mester, 2015. "Consumer Credit: Suggested Directions for Policy-Relevant Research," Speech 58, Federal Reserve Bank of Cleveland.
    61. Berger, Allen N. & Roman, Raluca A., 2017. "Did Saving Wall Street Really Save Main Street? The Real Effects of TARP on Local Economic Conditions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(5), pages 1827-1867, October.
    62. Agarwal, Sumit & Zhang, Yunqi, 2018. "Effects of government bailouts on mortgage modification," Journal of Banking & Finance, Elsevier, vol. 93(C), pages 54-70.
    63. Thakor, Anjan V., 2016. "The highs and the lows: A theory of credit risk assessment and pricing through the business cycle," Journal of Financial Intermediation, Elsevier, vol. 25(C), pages 1-29.
    64. Asli Demirgüç-Kunt & Ms. Enrica Detragiache, 1997. "The Determinants of Banking Crises: Evidence From Developing and Developed Countries," IMF Working Papers 1997/106, International Monetary Fund.
    65. Allen N. Berger & Tanakorn Makaew & Raluca A. Roman, 2019. "Do Business Borrowers Benefit from Bank Bailouts?: The Effects of TARP on Loan Contract Terms," Financial Management, Financial Management Association International, vol. 48(2), pages 575-639, June.
    66. 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.
    67. Donghoon Lee & Wilbert Van der Klaauw, 2010. "An introduction to the FRBNY Consumer Credit Panel," Staff Reports 479, Federal Reserve Bank of New York.
    68. Berger, Allen N. & Black, Lamont K. & Bouwman, Christa H.S. & Dlugosz, Jennifer, 2017. "Bank loan supply responses to Federal Reserve emergency liquidity facilities," Journal of Financial Intermediation, Elsevier, vol. 32(C), pages 1-15.
    69. repec:aei:rpaper:1008582843 is not listed on IDEAS
    70. Guy Debelle, 2004. "Household debt and the macroeconomy," BIS Quarterly Review, Bank for International Settlements, March.
    71. Santiago Barraza & Martín Rossi & Timothy J. Yeager, 2020. "The Short-Term Effect of the Paycheck Protection Program on Unemployment," Working Papers 144, Universidad de San Andres, Departamento de Economia, revised Aug 2020.
    72. Atif Mian & Amir Sufi, 2015. "Household Debt and Defaults from 2000 to 2010: Facts from Credit Bureau Data," NBER Working Papers 21203, National Bureau of Economic Research, Inc.
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    1. Berger, Allen N. & Demirgüç-Kunt, Asli, 2021. "Banking research in the time of COVID-19," Journal of Financial Stability, Elsevier, vol. 57(C).

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    More about this item

    Keywords

    Household Debt; Subprime Consumer Debt; Banking; Bailouts; TARP; PPP; Financial;
    All these keywords.

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • D10 - Microeconomics - - Household Behavior - - - General
    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies

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