IDEAS home Printed from https://ideas.repec.org/p/bis/biswps/711.html
   My bibliography  Save this paper

Credit supply and productivity growth

Author

Listed:
  • Francesco Manaresi
  • Nicola Pierri

Abstract

We study the impact of bank credit supply on firm output and productivity. By exploiting a matched firm-bank database which covers all the credit relationships of Italian corporations over more than a decade, we measure idiosyncratic supply-side shocks to firms' credit availability. We use our data to estimate a production model augmented with financial frictions and show that an expansion in credit supply leads firms to increase both their inputs and their output (value added and revenues) for a given level of inputs. Our estimates imply that a credit crunch will be followed by a productivity slowdown, as experienced by most OECD countries after the Great Recession. Quantitatively, the credit contraction between 2007 and 2009 could account for about a quarter of the observed decline in Italy's total factor productivity growth. The results are robust to an alternative measurement of credit supply shocks that uses the 2007-08 interbank market freeze as a natural experiment to control for assortative matching between borrowers and lenders. Finally, we investigate possible channels: access to credit fosters IT-adoption, innovation, exporting, and the adoption of superior management practices.

Suggested Citation

  • Francesco Manaresi & Nicola Pierri, 2018. "Credit supply and productivity growth," BIS Working Papers 711, Bank for International Settlements.
  • Handle: RePEc:bis:biswps:711
    as

    Download full text from publisher

    File URL: https://www.bis.org/publ/work711.pdf
    File Function: Full PDF document
    Download Restriction: no

    File URL: https://www.bis.org/publ/work711.htm
    Download Restriction: no

    References listed on IDEAS

    as
    1. Robert J. Gordon, 2016. "The Rise and Fall of American Growth: The U.S. Standard of Living since the Civil War," Economics Books, Princeton University Press, edition 1, number 10544, December.
    2. Aghion, Philippe & Angeletos, George-Marios & Banerjee, Abhijit & Manova, Kalina, 2010. "Volatility and growth: Credit constraints and the composition of investment," Journal of Monetary Economics, Elsevier, vol. 57(3), pages 246-265, April.
    3. Gita Gopinath & Şebnem Kalemli-Özcan & Loukas Karabarbounis & Carolina Villegas-Sanchez, 2017. "Capital Allocation and Productivity in South Europe," The Quarterly Journal of Economics, Oxford University Press, vol. 132(4), pages 1915-1967.
    4. Jan De Loecker & Frederic Warzynski, 2012. "Markups and Firm-Level Export Status," American Economic Review, American Economic Association, vol. 102(6), pages 2437-2471, October.
    5. Philippe Aghion & Philippe Askenazy & Nicolas Berman & Gilbert Cette & Laurent Eymard, 2012. "Credit Constraints And The Cyclicality Of R&D Investment: Evidence From France," Journal of the European Economic Association, European Economic Association, vol. 10(5), pages 1001-1024, October.
    6. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    7. Doerr, Sebastian & Raissi, Mehdi & Weber, Anke, 2018. "Credit-supply shocks and firm productivity in Italy," Journal of International Money and Finance, Elsevier, vol. 87(C), pages 155-171.
    8. Elisa Gamberoni & Claire Giordano & Paloma Lopez-Garcia, 2016. "Capital and labour (mis)allocation in the euro area: Some stylized facts and determinants," Questioni di Economia e Finanza (Occasional Papers) 349, Bank of Italy, Economic Research and International Relations Area.
    9. Fabiano Schivardi & Enrico Sette & Guido Tabellini, 2017. "Credit misallocation during the European financial crisis," Temi di discussione (Economic working papers) 1139, Bank of Italy, Economic Research and International Relations Area.
    10. Franklin, Jeremy & Rostom, May & Thwaites, Gregory, 2015. "The banks that said no: banking relationships, credit supply and productivity in the United Kingdom," Bank of England working papers 557, Bank of England.
    11. Nicholas Bloom & Benn Eifert & Aprajit Mahajan & David McKenzie & John Roberts, 2013. "Does Management Matter? Evidence from India," The Quarterly Journal of Economics, Oxford University Press, vol. 128(1), pages 1-51.
    12. Bramoullé, Yann & Djebbari, Habiba & Fortin, Bernard, 2009. "Identification of peer effects through social networks," Journal of Econometrics, Elsevier, vol. 150(1), pages 41-55, May.
    13. Bettina Peters & Mark J. Roberts & Van Anh Vuong, 2017. "Dynamic R&D choice and the impact of the firm's financial strength," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(1-2), pages 134-149, February.
    14. repec:oup:qjecon:v:129:y:2013:i:1:p:1-59 is not listed on IDEAS
    15. Rajkamal Iyer & José-Luis Peydró & Samuel da-Rocha-Lopes & Antoinette Schoar, 2014. "Interbank Liquidity Crunch and the Firm Credit Crunch: Evidence from the 2007--2009 Crisis," Review of Financial Studies, Society for Financial Studies, vol. 27(1), pages 347-372, January.
    16. Nicholas Bloom & John Van Reenen, 2007. "Measuring and Explaining Management Practices Across Firms and Countries," The Quarterly Journal of Economics, Oxford University Press, vol. 122(4), pages 1351-1408.
    17. di Mauro, Filippo & Ottaviano, Gianmarco I.P. & Hassan, Fadi, 2017. "Banks credit and productivity growth," Working Paper Series 2008, European Central Bank.
    18. Gatti, Roberta & Love, Inessa, 2006. "Does access to credit improve productivity ? Evidence from Bulgarian firms," Policy Research Working Paper Series 3921, The World Bank.
    19. Jacques Mairesse, 2008. "Employment, innovation, and productivity: evidence from Italian microdata," Industrial and Corporate Change, Oxford University Press, vol. 17(4), pages 813-839, August.
    20. Valerie Cerra & Sweta Chaman Saxena, 2008. "Growth Dynamics: The Myth of Economic Recovery," American Economic Review, American Economic Association, vol. 98(1), pages 439-457, March.
    21. de Ridder, Maarten, 2016. "Investment in productivity and the long-run effect of financial crises on output," LSE Research Online Documents on Economics 86180, London School of Economics and Political Science, LSE Library.
    22. Dhritman Bhattacharya & Nezih Guner & Gustavo Ventura, 2013. "Distortions, Endogenous Managerial Skills and Productivity Differences," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 11-25, January.
    23. Jan De Loecker, 2013. "Detecting Learning by Exporting," American Economic Journal: Microeconomics, American Economic Association, vol. 5(3), pages 1-21, August.
    24. 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.
    25. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    26. Emilia Bonaccorsi di Patti & Anil Kashyap, 2017. "Which Banks Recover From Large Adverse Shocks?," NBER Working Papers 23654, National Bureau of Economic Research, Inc.
    27. Broner, Fernando & Erce, Aitor & Martin, Alberto & Ventura, Jaume, 2014. "Sovereign debt markets in turbulent times: Creditor discrimination and crowding-out effects," Journal of Monetary Economics, Elsevier, vol. 61(C), pages 114-142.
    28. Andrea Pozzi & Fabiano Schivardi, 2016. "Demand or productivity: what determines firm growth?," RAND Journal of Economics, RAND Corporation, vol. 47(3), pages 608-630, August.
    29. Benjamin Moll, 2014. "Productivity Losses from Financial Frictions: Can Self-Financing Undo Capital Misallocation?," American Economic Review, American Economic Association, vol. 104(10), pages 3186-3221, October.
    30. Markus K. Brunnermeier & Thomas M. Eisenbach & Yuliy Sannikov, 2012. "Macroeconomics with Financial Frictions: A Survey," Levine's Working Paper Archive 786969000000000384, David K. Levine.
    31. Bruno Pellegrino & Luigi Zingales, 2017. "Diagnosing the Italian Disease," NBER Working Papers 23964, National Bureau of Economic Research, Inc.
    32. Di Nola, Alessandro, 2015. "Capital Misallocation during the Great Recession," MPRA Paper 68289, University Library of Munich, Germany.
    33. 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.
    34. Jan De Loecker, 2011. "Product Differentiation, Multiproduct Firms, and Estimating the Impact of Trade Liberalization on Productivity," Econometrica, Econometric Society, vol. 79(5), pages 1407-1451, September.
    35. Samuel Bentolila & Marcel Jansen & Gabriel Jiménez, 2018. "When Credit Dries Up: Job Losses in the Great Recession," Journal of the European Economic Association, European Economic Association, vol. 16(3), pages 650-695.
    36. Benfratello, Luigi & Schiantarelli, Fabio & Sembenelli, Alessandro, 2008. "Banks and innovation: Microeconometric evidence on Italian firms," Journal of Financial Economics, Elsevier, vol. 90(2), pages 197-217, November.
    37. Amit Gandhi & Salvador Navarro & David Rivers, 2011. "On the Identification of Production Functions: How Heterogeneous is Productivity?," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20119, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    38. Francisco J. Buera & Benjamin Moll, 2015. "Aggregate Implications of a Credit Crunch: The Importance of Heterogeneity," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(3), pages 1-42, July.
    39. Reinhart, Carmen & Rogoff, Kenneth, 2009. "This Time It’s Different: Eight Centuries of Financial Folly-Preface," MPRA Paper 17451, University Library of Munich, Germany.
    40. Ackerberg, Daniel & Lanier Benkard, C. & Berry, Steven & Pakes, Ariel, 2007. "Econometric Tools for Analyzing Market Outcomes," Handbook of Econometrics,in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 63 Elsevier.
    41. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, Oxford University Press, vol. 124(4), pages 1403-1448.
    42. 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.
    43. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 132(2), pages 665-712.
    44. David M. Byrne & John G. Fernald & Marshall B. Reinsdorf, 2016. "Does the United States Have a Productivity Slowdown or a Measurement Problem?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 47(1 (Spring), pages 109-182.
    45. Robert J. GORDON, 2015. "Secular Stagnation on the Supply Side: U.S. Producivity Growth in the Long Run," Communications & Strategies, IDATE, Com&Strat dept., vol. 1(100), pages 19-45, 4th quart.
    46. Ufuk Akcigit & Harun Alp & Michael Peters, 2016. "Lack of Selection and Limits to Delegation: Firm Dynamics in Developing Countries," NBER Working Papers 21905, National Bureau of Economic Research, Inc.
    47. Gabriel Jimenez & Steven Ongena & Jose-Luis Peydro & Jesus Saurina, 2012. "Credit Supply and Monetary Policy: Identifying the Bank Balance-Sheet Channel with Loan Applications," American Economic Review, American Economic Association, vol. 102(5), pages 2301-2326, August.
    48. Davis, Steven J & Haltiwanger, John & Schuh, Scott, 1996. "Small Business and Job Creation: Dissecting the Myth and Reassessing the Facts," Small Business Economics, Springer, vol. 8(4), pages 297-315, August.
    49. Michael Greenstone & Alexandre Mas & Hoai-Luu Nguyen, 2014. "Do Credit Market Shocks affect the Real Economy? Quasi-Experimental Evidence from the Great Recession and ‘Normal’ Economic Times," NBER Working Papers 20704, National Bureau of Economic Research, Inc.
    50. repec:bla:randje:v:48:y:2017:i:2:p:409-437 is not listed on IDEAS
    51. Reinhart, Carmen & Rogoff, Kenneth, 2009. "This Time It’s Different: Eight Centuries of Financial Folly-Chapter 1," MPRA Paper 17452, University Library of Munich, Germany.
    52. Markus K. Brunnermeier, 2009. "Deciphering the Liquidity and Credit Crunch 2007-2008," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 77-100, Winter.
    53. Sînâ T. Ateş & Felipe E. Saffie, 2014. "Fewer but Better: Sudden Stops, Firm Entry, and Financial Selection," PIER Working Paper Archive 14-043, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    54. Asim Ijaz Khwaja & Atif Mian, 2008. "Tracing the Impact of Bank Liquidity Shocks: Evidence from an Emerging Market," American Economic Review, American Economic Association, vol. 98(4), pages 1413-1442, September.
    55. Lucia S. Foster & Cheryl A. Grim & John Haltiwanger & Zoltan Wolf, 2017. "Macro and Micro Dynamics of Productivity: From Devilish Details to Insights," Working Papers 17-41r, Center for Economic Studies, U.S. Census Bureau.
    56. Jan De Loecker & Paul T. Scott, 2016. "Estimating market power Evidence from the US Brewing Industry," NBER Working Papers 22957, National Bureau of Economic Research, Inc.
    57. Levine, Oliver & Warusawitharana, Missaka, 2014. "Finance and Productivity Growth: Firm-level Evidence," Finance and Economics Discussion Series 2014-17, Board of Governors of the Federal Reserve System (US).
    58. Federico Cingano & Francesco Manaresi & Enrico Sette, 2016. "Does Credit Crunch Investment Down? New Evidence on the Real Effects of the Bank-Lending Channel," Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2737-2773.
    59. Cette, Gilbert & Fernald, John & Mojon, Benoît, 2016. "The pre-Great Recession slowdown in productivity," European Economic Review, Elsevier, vol. 88(C), pages 3-20.
    60. Virgiliu Midrigan & Daniel Yi Xu, 2014. "Finance and Misallocation: Evidence from Plant-Level Data," American Economic Review, American Economic Association, vol. 104(2), pages 422-458, February.
    61. Roberta Gatti & Inessa Love, 2008. "Does access to credit improve productivity? Evidence from Bulgaria1," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 16(3), pages 445-465, July.
    62. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    63. Ryan Decker & John Haltiwanger & Ron Jarmin & Javier Miranda, 2014. "The Role of Entrepreneurship in US Job Creation and Economic Dynamism," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 3-24, Summer.
    64. Colin J. Hottman & Stephen J. Redding & David E. Weinstein, 2016. "Quantifying the Sources of Firm Heterogeneity," The Quarterly Journal of Economics, Oxford University Press, vol. 131(3), pages 1291-1364.
    65. Enrico Sette & Giorgio Gobbi, 2015. "Relationship Lending During A Financial Crisis," Journal of the European Economic Association, European Economic Association, vol. 13(3), pages 453-481, June.
    66. Nicholas Bloom & Raffaella Sadun & John Van Reenen, 2012. "Americans Do IT Better: US Multinationals and the Productivity Miracle," American Economic Review, American Economic Association, vol. 102(1), pages 167-201, February.
    67. Atif Mian & Amir Sufi & Emil Verner, 2017. "How do Credit Supply Shocks Affect the Real Economy? Evidence from the United States in the 1980s," NBER Working Papers 23802, National Bureau of Economic Research, Inc.
    68. Allan Collard-Wexler & Jan De Loecker, 2016. "Production Function Estimation with Measurement Error in Inputs," NBER Working Papers 22437, National Bureau of Economic Research, Inc.
    69. Gustavo Adler & Romain A Duval & Davide Furceri & Sinem Kılıç Çelik & Ksenia Koloskova & Marcos Poplawski Ribeiro, 2017. "Gone with the Headwinds; Global Productivity," IMF Staff Discussion Notes 17/04, International Monetary Fund.
    70. Annalisa Ferrando & Alessandro Ruggieri, 2018. "Financial constraints and productivity: Evidence from euro area companies," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 23(3), pages 257-282, July.
    71. repec:bin:bpeajo:v:48:y:2017:i:2017-01:p:1-81 is not listed on IDEAS
    72. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    73. Lucia S. Foster & Cheryl A. Grim & John Haltiwanger & Zoltan Wolf, 2017. "Macro and Micro Dynamics of Productivity: From Devilish Details to Insights," Working Papers 17-41, Center for Economic Studies, U.S. Census Bureau.
    74. Steven J. Davis & John Haltiwanger, 2014. "Labor Market Fluidity and Economic Performance," NBER Working Papers 20479, National Bureau of Economic Research, Inc.
    75. Romain A Duval & Gee Hee Hong & Yannick Timmer, 2017. "Financial Frictions and the Great Productivity Slowdown," IMF Working Papers 17/129, International Monetary Fund.
    76. Òscar Jordà & Moritz Schularick & Alan M. Taylor, 2013. "When Credit Bites Back," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(s2), pages 3-28, December.
    77. Andrea Linarello & Andrea Petrella & Enrico Sette, 2019. "Allocative Efficiency and Finance," Questioni di Economia e Finanza (Occasional Papers) 487, Bank of Italy, Economic Research and International Relations Area.
    78. Margherita Bottero & Simone Lenzu & Filippo Mezzanotti, 2014. "Sovereign Debt Exposure and the Bank Lending Channel: Impact on Credit Supply and the Real Economy," Working Paper 220976, Harvard University OpenScholar.
    79. Nicholas Oulton & María Sebastiá-Barriel, 2013. "Long and Short-Term Effects of the Financial Crisis on Labour Productivity, Capital and Output," CEP Discussion Papers dp1185, Centre for Economic Performance, LSE.
    80. Cavalcanti, Tiago & Vaz, Paulo Henrique, 2017. "Access to long-term credit and productivity of small and medium firms: A causal evidence," Economics Letters, Elsevier, vol. 150(C), pages 21-25.
    81. Alexander J. Field, 2003. "The Most Technologically Progressive Decade of the Century," American Economic Review, American Economic Association, vol. 93(4), pages 1399-1413, September.
    82. repec:hrv:faseco:30752812 is not listed on IDEAS
    83. Sebnem Kalemli-Ozcan & Xiaoxi Liu & Ilhyock Shim, 2018. "Exchange rate appreciations and corporate risk taking," BIS Working Papers 710, Bank for International Settlements.
    84. John Asker & Allan Collard-Wexler & Jan De Loecker, 2014. "Dynamic Inputs and Resource (Mis)Allocation," Journal of Political Economy, University of Chicago Press, vol. 122(5), pages 1013-1063.
    85. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," Review of Economic Studies, Oxford University Press, vol. 70(2), pages 317-341.
    86. John G. Fernald & Robert E. Hall & James H. Stock & Mark W. Watson, 2017. "The Disappointing Recovery of Output after 2009," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(1 (Spring), pages 1-81.
    87. Shai Bernstein, 2015. "Does Going Public Affect Innovation?," Journal of Finance, American Finance Association, vol. 70(4), pages 1365-1403, August.
    88. Diego Anzoategui & Diego Comin & Mark Gertler & Joseba Martinez, 2019. "Endogenous Technology Adoption and R&D as Sources of Business Cycle Persistence," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(3), pages 67-110, July.
    89. Butler, Alexander W. & Cornaggia, Jess, 2011. "Does access to external finance improve productivity? Evidence from a natural experiment," Journal of Financial Economics, Elsevier, vol. 99(1), pages 184-203, January.
    90. Joshua D. Rauh, 2006. "Investment and Financing Constraints: Evidence from the Funding of Corporate Pension Plans," Journal of Finance, American Finance Association, vol. 61(1), pages 33-71, February.
    91. Petersen, Mitchell A & Rajan, Raghuram G, 1994. " The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    92. James H. Stock & Mark W. Watson, 2012. "Disentangling the Channels of the 2007-2009 Recession," NBER Working Papers 18094, National Bureau of Economic Research, Inc.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Doerr, Sebastian & Raissi, Mehdi & Weber, Anke, 2018. "Credit-supply shocks and firm productivity in Italy," Journal of International Money and Finance, Elsevier, vol. 87(C), pages 155-171.
    2. repec:eee:inecon:v:113:y:2018:i:c:p:55-73 is not listed on IDEAS
    3. Buono, Ines & Formai, Sara, 2018. "The heterogeneous response of domestic sales and exports to bank credit shocks," Journal of International Economics, Elsevier, vol. 113(C), pages 55-73.

    More about this item

    Keywords

    credit supply; productivity; export; management; IT adoption;

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bis:biswps:711. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Christian Beslmeisl). General contact details of provider: http://edirc.repec.org/data/bisssch.html .

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.