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Why does structural change accelerate in recessions? The credit reallocation channel

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  • Howes, Cooper

Abstract

The decline of the U.S. manufacturing share since 1960 has occurred disproportionately during recessions. Using evidence from two natural experiments—the collapse of Lehman Brothers in 2008 and U.S. interstate banking deregulation in the 1980s—I find a role for credit reallocation in explaining this phenomenon by showing that losing access to credit disproportionately hurt manufacturing firms, and that the creation of new credit disproportionately benefited nonmanufacturing firms. These results arise endogenously from a model with technology-driven structural change and fixed costs of establishing new financial relationships. The model suggests an important role for long-run industry trajectories in properly accounting for the costs and benefits of policy interventions in credit markets.

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  • Howes, Cooper, 2022. "Why does structural change accelerate in recessions? The credit reallocation channel," Journal of Financial Economics, Elsevier, vol. 144(3), pages 933-952.
  • Handle: RePEc:eee:jfinec:v:144:y:2022:i:3:p:933-952
    DOI: 10.1016/j.jfineco.2021.07.009
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    1. Nir Jaimovich & Henry E. Siu, 2020. "Job Polarization and Jobless Recoveries," The Review of Economics and Statistics, MIT Press, vol. 102(1), pages 129-147, March.
    2. Claudio Borio & Enisse Kharroubi & Christian Upper & Fabrizio Zampolli, 2016. "Labour reallocation and productivity dynamics: financial causes, real consequences," BIS Working Papers 534, Bank for International Settlements.
    3. Kilian Huber, 2018. "Disentangling the Effects of a Banking Crisis: Evidence from German Firms and Counties," American Economic Review, American Economic Association, vol. 108(3), pages 868-898, March.
    4. Brad Hershbein & Lisa B. Kahn, 2018. "Do Recessions Accelerate Routine-Biased Technological Change? Evidence from Vacancy Postings," American Economic Review, American Economic Association, vol. 108(7), pages 1737-1772, July.
    5. Francisco J. Buera & Joseph P. Kaboski, 2009. "Can Traditional Theories of Structural Change Fit The Data?," Journal of the European Economic Association, MIT Press, vol. 7(2-3), pages 469-477, 04-05.
    6. Lee, Yoonsoo & Mukoyama, Toshihiko, 2015. "Entry and exit of manufacturing plants over the business cycle," European Economic Review, Elsevier, vol. 77(C), pages 20-27.
    7. Jeffrey Campbell, 1998. "Entry, Exit, Embodied Technology, and Business Cycles," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 1(2), pages 371-408, April.
    8. Timo Boppart, 2014. "Structural Change and the Kaldor Facts in a Growth Model With Relative Price Effects and Non‐Gorman Preferences," Econometrica, Econometric Society, vol. 82, pages 2167-2196, November.
    9. Francisco Alvarez-Cuadrado & Markus Poschke, 2011. "Structural Change Out of Agriculture: Labor Push versus Labor Pull," American Economic Journal: Macroeconomics, American Economic Association, vol. 3(3), pages 127-158, July.
    10. Ricardo J. Caballero & Mohamad L. Hammour, 1996. "On the Timing and Efficiency of Creative Destruction," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 805-852.
    11. Elsas, Ralf, 2005. "Empirical determinants of relationship lending," Journal of Financial Intermediation, Elsevier, vol. 14(1), pages 32-57, January.
    12. Debraj Ray, 2010. "Uneven Growth: A Framework for Research in Development Economics," Journal of Economic Perspectives, American Economic Association, vol. 24(3), pages 45-60, Summer.
    13. Peek, Joe & Rosengren, Eric S, 1997. "The International Transmission of Financial Shocks: The Case of Japan," American Economic Review, American Economic Association, vol. 87(4), pages 495-505, September.
    14. Piyabha Kongsamut & Sergio Rebelo & Danyang Xie, 2001. "Beyond Balanced Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(4), pages 869-882.
    15. Sudheer Chava & Michael R. Roberts, 2008. "How Does Financing Impact Investment? The Role of Debt Covenants," Journal of Finance, American Finance Association, vol. 63(5), pages 2085-2121, October.
    16. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    17. Storesletten, Kjetil & Zhao, Bo & Zilibotti, Fabrizio, 2020. "Business Cycle during Structural Change: Arthur Lewis’ Theory from a Neoclassical Perspective," CEPR Discussion Papers 14964, C.E.P.R. Discussion Papers.
    18. Kjetil Storesletten & Bo Zhao & Fabrizio Zilibotti, 2019. "Business Cycle during Structural Change: Arthur Lewis' Theory from a Neoclassical Perspective," Cowles Foundation Discussion Papers 2191, Cowles Foundation for Research in Economics, Yale University.
    19. Nordhaus William D, 2008. "Baumol's Diseases: A Macroeconomic Perspective," The B.E. Journal of Macroeconomics, De Gruyter, vol. 8(1), pages 1-39, February.
    20. L. Rachel Ngai & Christopher A. Pissarides, 2007. "Structural Change in a Multisector Model of Growth," American Economic Review, American Economic Association, vol. 97(1), pages 429-443, March.
    21. Randall S. Kroszner & Philip E. Strahan, 2014. "Regulation and Deregulation of the US Banking Industry: Causes, Consequences, and Implications for the Future," NBER Chapters, in: Economic Regulation and Its Reform: What Have We Learned?, pages 485-543, National Bureau of Economic Research, Inc.
    22. Daron Acemoglu & Veronica Guerrieri, 2008. "Capital Deepening and Nonbalanced Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 116(3), pages 467-498, June.
    23. Marianne Bertrand & Antoinette Schoar & David Thesmar, 2007. "Banking Deregulation and Industry Structure: Evidence from the French Banking Reforms of 1985," Journal of Finance, American Finance Association, vol. 62(2), pages 597-628, April.
    24. Marianne Baxter & Robert G. King, 1999. "Measuring Business Cycles: Approximate Band-Pass Filters For Economic Time Series," The Review of Economics and Statistics, MIT Press, vol. 81(4), pages 575-593, November.
    25. Eric S. Rosengren & Joe Peek, 2000. "Collateral Damage: Effects of the Japanese Bank Crisis on Real Activity in the United States," American Economic Review, American Economic Association, vol. 90(1), pages 30-45, March.
    26. Ricardo J. Caballero & Mohamad L. Hammour, 2005. "The Cost of Recessions Revisited: A Reverse-Liquidationist View," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(2), pages 313-341.
    27. Atif Mian & Amir Sufi & Emil Verner, 2020. "How Does Credit Supply Expansion Affect the Real Economy? The Productive Capacity and Household Demand Channels," Journal of Finance, American Finance Association, vol. 75(2), pages 949-994, April.
    28. Ivashina, Victoria & Scharfstein, David, 2010. "Bank lending during the financial crisis of 2008," Journal of Financial Economics, Elsevier, vol. 97(3), pages 319-338, September.
    29. Federico Cingano & Francesco Manaresi & Enrico Sette, 2016. "Does Credit Crunch Investment Down? New Evidence on the Real Effects of the Bank-Lending Channel," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2737-2773.
    30. Gabriel Chodorow-Reich & Johannes Wieland, 2020. "Secular Labor Reallocation and Business Cycles," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2245-2287.
    31. Eisfeldt, Andrea L. & Rampini, Adriano A., 2006. "Capital reallocation and liquidity," Journal of Monetary Economics, Elsevier, vol. 53(3), pages 369-399, April.
    32. Austan D. Goolsbee & Alan B. Krueger, 2015. "A Retrospective Look at Rescuing and Restructuring General Motors and Chrysler," Journal of Economic Perspectives, American Economic Association, vol. 29(2), pages 3-24, Spring.
    33. Herrendorf, Berthold & Rogerson, Richard & Valentinyi, Ákos, 2014. "Growth and Structural Transformation," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 6, pages 855-941, Elsevier.
    34. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    35. Viral V. Acharya & Jean Imbs & Jason Sturgess, 2011. "Finance and Efficiency: Do Bank Branching Regulations Matter?," Review of Finance, European Finance Association, vol. 15(1), pages 135-172.
    36. Steven J. Davis & John Haltiwanger, 1992. "Gross Job Creation, Gross Job Destruction, and Employment Reallocation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(3), pages 819-863.
    37. Jonathon Hazell & Juan Herreño & Emi Nakamura & Jón Steinsson, 2022. "The Slope of the Phillips Curve: Evidence from U.S. States," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 137(3), pages 1299-1344.
    38. Simon Alder & Timo Boppart & Andreas Müller, 2022. "A Theory of Structural Change That Can Fit the Data," American Economic Journal: Macroeconomics, American Economic Association, vol. 14(2), pages 160-206, April.
    39. Ricardo J. Caballero & Takeo Hoshi & Anil K. Kashyap, 2008. "Zombie Lending and Depressed Restructuring in Japan," American Economic Review, American Economic Association, vol. 98(5), pages 1943-1977, December.
    40. John (Jianqiu) Bai & Daniel Carvalho & Gordon M. Phillips, 2018. "The Impact of Bank Credit on Labor Reallocation and Aggregate Industry Productivity," Journal of Finance, American Finance Association, vol. 73(6), pages 2787-2836, December.
    41. Abraham, Katharine G & Katz, Lawrence F, 1986. "Cyclical Unemployment: Sectoral Shifts or Aggregate Disturbances?," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages 507-522, June.
    42. Diego Comin & Danial Lashkari & Martí Mestieri, 2021. "Structural Change With Long‐Run Income and Price Effects," Econometrica, Econometric Society, vol. 89(1), pages 311-374, January.
    43. Iyer, Rajkamal & Da-Rocha-Lopes, Samuel & Peydró, José-Luis & Schoar, Antoinette, 2014. "Interbank Liquidity Crunch and the Firm Credit Crunch: Evidence from the 2007-2009 Crisis," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 27(1), pages 347-372.
    44. Herrera, Ana Maria & Kolar, Marek & Minetti, Raoul, 2011. "Credit reallocation," Journal of Monetary Economics, Elsevier, vol. 58(6), pages 551-563.
    45. Cornaggia, Jess & Mao, Yifei & Tian, Xuan & Wolfe, Brian, 2015. "Does banking competition affect innovation?," Journal of Financial Economics, Elsevier, vol. 115(1), pages 189-209.
    46. Michael Siemer, 2019. "Employment Effects of Financial Constraints during the Great Recession," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 16-29, March.
    47. Margarida Duarte & Diego Restuccia, 2010. "The Role of the Structural Transformation in Aggregate Productivity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 129-173.
    48. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    49. Elyasiani, Elyas & Goldberg, Lawrence G., 2004. "Relationship lending: a survey of the literature," Journal of Economics and Business, Elsevier, vol. 56(4), pages 315-330.
    50. David H. Autor & David Dorn & Gordon H. Hanson & Jae Song, 2014. "Trade Adjustment: Worker-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1799-1860.
    51. Zsófia L. Bárány & Christian Siegel, 2018. "Job Polarization and Structural Change," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(1), pages 57-89, January.
    52. Caballero, Ricardo J & Hammour, Mohamad L, 1994. "The Cleansing Effect of Recessions," American Economic Review, American Economic Association, vol. 84(5), pages 1350-1368, December.
    53. Aghion, Philippe & Saint-Paul, Gilles, 1998. "VIRTUES OF BAD TIMES Interaction Between Productivity Growth and Economic Fluctuations," Macroeconomic Dynamics, Cambridge University Press, vol. 2(3), pages 322-344, September.
    54. Mary Amiti & David E. Weinstein, 2011. "Exports and Financial Shocks," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1841-1877.
    55. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    56. Erica L. Groshen & Simon M. Potter, 2003. "Has structural change contributed to a jobless recovery?," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 9(Aug).
    57. Christopher L. Foote, 1998. "Trend Employment Growth and the Bunching of Job Creation and Destruction," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 809-834.
    58. Donald Morgan & Bertrand Rime & Philip Strahan, 2003. "Bank Integration and State Business Cycles," NBER Working Papers 9704, National Bureau of Economic Research, Inc.
    59. Sandra E. Black & Philip E. Strahan, 2002. "Entrepreneurship and Bank Credit Availability," Journal of Finance, American Finance Association, vol. 57(6), pages 2807-2833, December.
    60. Mr. Sergio Rebelo & Ms. Piyabha Kongsamut & Danyang Xie, 2001. "Beyond Balanced Growth," IMF Working Papers 2001/085, International Monetary Fund.
    61. Lilien, David M, 1982. "Sectoral Shifts and Cyclical Unemployment," Journal of Political Economy, University of Chicago Press, vol. 90(4), pages 777-793, August.
    62. Gan, Jie, 2007. "Collateral, debt capacity, and corporate investment: Evidence from a natural experiment," Journal of Financial Economics, Elsevier, vol. 85(3), pages 709-734, September.
    63. repec:hal:spmain:info:hdl:2441/4t83lre9hm91sq006n4940n19s is not listed on IDEAS
    64. Piyabha Kongsamut & Sergio Rebelo & Danyang Xie, 2001. "Beyond Balanced Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(4), pages 869-882.
    65. Chava, Sudheer & Oettl, Alexander & Subramanian, Ajay & Subramanian, Krishnamurthy V., 2013. "Banking deregulation and innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 759-774.
    66. Amore, Mario Daniele & Schneider, Cédric & Žaldokas, Alminas, 2013. "Credit supply and corporate innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 835-855.
    67. Philipp Schnabl, 2012. "The International Transmission of Bank Liquidity Shocks: Evidence from an Emerging Market," Journal of Finance, American Finance Association, vol. 67(3), pages 897-932, June.
    68. Jith Jayaratne & Philip E. Strahan, 1996. "The Finance-Growth Nexus: Evidence from Bank Branch Deregulation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 639-670.
    69. Hachem, Kinda, 2011. "Relationship lending and the transmission of monetary policy," Journal of Monetary Economics, Elsevier, vol. 58(6), pages 590-600.
    70. Acharya, Viral & Almeida, Heitor & Ippolito, Filippo & Orive, Ander Perez, 2020. "Bank lines of credit as contingent liquidity: Covenant violations and their implications," Journal of Financial Intermediation, Elsevier, vol. 44(C).
    71. Steven J. Davis & John C. Haltiwanger & Scott Schuh, 1998. "Job Creation and Destruction," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262540932, April.
    72. Joe Peek & Eric S. Rosengren, 2005. "Unnatural Selection: Perverse Incentives and the Misallocation of Credit in Japan," American Economic Review, American Economic Association, vol. 95(4), pages 1144-1166, September.
    73. Barlevy, Gadi, 2003. "Credit market frictions and the allocation of resources over the business cycle," Journal of Monetary Economics, Elsevier, vol. 50(8), pages 1795-1818, November.
    74. Philip E. Strahan, 2003. "The real effects of U.S. banking deregulation," Review, Federal Reserve Bank of St. Louis, vol. 85(Jul), pages 111-128.
    75. Kathryn Koenders & Richard Rogerson, 2005. "Organizational dynamics over the business cycle: a view on jobless recoveries," Review, Federal Reserve Bank of St. Louis, vol. 87(Jul), pages 555-580.
    76. Robert J. Hodrick, 2020. "An Exploration of Trend-Cycle Decomposition Methodologies in Simulated Data," NBER Working Papers 26750, National Bureau of Economic Research, Inc.
    77. Donald P. Morgan & Bertrand Rime & Philip E. Strahan, 2004. "Bank Integration and State Business Cycles," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(4), pages 1555-1584.
    78. Boot, Arnoud W. A., 2000. "Relationship Banking: What Do We Know?," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 7-25, January.
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    More about this item

    Keywords

    Structural change; Reallocation; Financial frictions;
    All these keywords.

    JEL classification:

    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers

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