IDEAS home Printed from https://ideas.repec.org/p/imf/imfwpa/2019-107.html
   My bibliography  Save this paper

Credit Supply and Productivity Growth

Author

Listed:
  • Francesco Manaresi
  • Mr. Nicola Pierri

Abstract

We study the impact of bank credit on firm productivity. We exploit a matched firm-bank database covering all the credit relationships of Italian corporations, together with a natural experiment, to measure idiosyncratic supply-side shocks to credit availability and to estimate a production model augmented with financial frictions. We find that a contraction in credit supply causes a reduction of firm TFP growth and also harms IT-adoption, innovation, exporting, and adoption of superior management practices, while a credit expansion has limited impact. Quantitatively, the credit contraction between 2007 and 2009 accounts for about a quarter of observed the decline in TFP.

Suggested Citation

  • Francesco Manaresi & Mr. Nicola Pierri, 2019. "Credit Supply and Productivity Growth," IMF Working Papers 2019/107, International Monetary Fund.
    • Handle: RePEc:imf:imfwpa:2019/107
    as

    Download full text from publisher

    File URL: http://www.imf.org/external/pubs/cat/longres.aspx?sk=46894
    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.
    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, President and Fellows of Harvard College, 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. 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.
    7. 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.
    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, 2022. "Credit Misallocation During the European Financial Crisis," The Economic Journal, Royal Economic Society, vol. 132(641), pages 391-423.
    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, President and Fellows of Harvard College, 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. 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.
    14. 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.
    15. Sylvain Catherine & Thomas Chaney & Zongbo Huang & David Sraer & David Thesmar, 2022. "Quantifying Reduced‐Form Evidence on Collateral Constraints," Journal of Finance, American Finance Association, vol. 77(4), pages 2143-2181, August.
    16. repec:oup:qjecon:v:129:y:2013:i:1:p:1-59 is not listed on IDEAS
    17. Nicholas Bloom & John Van Reenen, 2007. "Measuring and Explaining Management Practices Across Firms and Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1351-1408.
    18. di Mauro, Filippo & Ottaviano, Gianmarco I.P. & Hassan, Fadi, 2017. "Banks credit and productivity growth," Working Paper Series 2008, European Central Bank.
    19. Kirill Borusyak & Peter Hull & Xavier Jaravel, 2022. "Quasi-Experimental Shift-Share Research Designs [Sampling-based vs. Design-based Uncertainty in Regression Analysis]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 181-213.
    20. Gatti, Roberta & Love, Inessa, 2006. "Does access to credit improve productivity ? Evidence from Bulgarian firms," Policy Research Working Paper Series 3921, The World Bank.
    21. Carroll Christopher Dixon, 2001. "Death to the Log-Linearized Consumption Euler Equation! (And Very Poor Health to the Second-Order Approximation)," The B.E. Journal of Macroeconomics, De Gruyter, vol. 1(1), pages 1-38, April.
    22. Jacques Mairesse, 2008. "Employment, innovation, and productivity: evidence from Italian microdata," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 17(4), pages 813-839, August.
    23. 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.
    24. 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.
    25. 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.
    26. 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.
    27. Jan De Loecker, 2013. "Detecting Learning by Exporting," American Economic Journal: Microeconomics, American Economic Association, vol. 5(3), pages 1-21, August.
    28. Oriana Bandiera & Luigi Guiso & Andrea Prat & Raffaella Sadun, 2011. "What Do CEOs Do?," EIEF Working Papers Series 1101, Einaudi Institute for Economics and Finance (EIEF), revised Oct 2010.
    29. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    30. Rupert Griffin & Denis Gregory, 2015. "The United Kingdom," Palgrave Macmillan Books, in: Maarten Klaveren & Denis Gregory & Thorsten Schulten (ed.), Minimum Wages, Collective Bargaining and Economic Development in Asia and Europe, chapter 17, pages 307-324, Palgrave Macmillan.
    31. Emilia Bonaccorsi di Patti & Anil Kashyap, 2017. "Which Banks Recover From Large Adverse Shocks?," NBER Working Papers 23654, National Bureau of Economic Research, Inc.
    32. 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.
    33. 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.
    34. 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.
    35. Markus K. Brunnermeier & Thomas M. Eisenbach & Yuliy Sannikov, 2012. "Macroeconomics with Financial Frictions: A Survey," Levine's Working Paper Archive 786969000000000384, David K. Levine.
    36. Pellegrino, Bruno & Zingales, Luigi, 2017. "Diagnosing the Italian Disease," Working Papers 269, The University of Chicago Booth School of Business, George J. Stigler Center for the Study of the Economy and the State.
    37. Di Nola, Alessandro, 2015. "Capital Misallocation during the Great Recession," MPRA Paper 68289, University Library of Munich, Germany.
    38. 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.
    39. Schiantarelli, Fabio & Sembenelli, Alessandro, 1997. "The maturity structure of debt : determinants and effects on firms'performance - evidence from the United Kingdom and Italy," Policy Research Working Paper Series 1699, The World Bank.
    40. 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.
    41. 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).
    42. 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.
    43. 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.
    44. 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.
    45. 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.
    46. James H. Stock & Mark W. Watson, 2012. "Disentangling the Channels of the 2007-09 Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 43(1 (Spring), pages 81-156.
    47. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    48. 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.
    49. Carmen M. Reinhart & Kenneth S. Rogoff, 2014. "Recovery from Financial Crises: Evidence from 100 Episodes," American Economic Review, American Economic Association, vol. 104(5), pages 50-55, May.
    50. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 665-712.
    51. Michael Greenstone & Alexandre Mas & Hoai-Luu Nguyen, 2020. "Do Credit Market Shocks Affect the Real Economy? Quasi-experimental Evidence from the Great Recession and "Normal" Economic Times," American Economic Journal: Economic Policy, American Economic Association, vol. 12(1), pages 200-225, February.
    52. 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.
    53. 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.
    54. Hall, B.H., 2011. "Innovation and productivity," MERIT Working Papers 2011-028, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    55. Levine, Oliver & Warusawitharana, Missaka, 2021. "Finance and productivity growth: Firm-level evidence," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 91-107.
    56. Ufuk Akcigit & Harun Alp & Michael Peters, 2021. "Lack of Selection and Limits to Delegation: Firm Dynamics in Developing Countries," American Economic Review, American Economic Association, vol. 111(1), pages 231-275, January.
    57. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    58. 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.
    59. Bettina Peters & Mark J. Roberts & Van Anh Vuong & Helmut Fryges, 2017. "Estimating dynamic R&D choice: an analysis of costs and long-run benefits," RAND Journal of Economics, RAND Corporation, vol. 48(2), pages 409-437, May.
    60. √Íscar Jord√Ä & 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.
    61. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    62. 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.
    63. Sina T. Ates & Felipe E. Saffie, 2021. "Fewer but Better: Sudden Stops, Firm Entry, and Financial Selection," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(3), pages 304-356, July.
    64. 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.
    65. Stephen Bond & Dietmar Harhoff & John Van Reenen, 2010. "Investment, R&D and Financial Constraints in Britain and Germany," NBER Chapters, in: Contributions in Memory of Zvi Griliches, pages 433-460, National Bureau of Economic Research, Inc.
    66. G. Jacob Blackwood & Lucia S. Foster & Cheryl A. Grim & John Haltiwanger & Zoltan Wolf, 2021. "Macro and Micro Dynamics of Productivity: From Devilish Details to Insights," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(3), pages 142-172, July.
    67. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    68. 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.
    69. Cette, Gilbert & Fernald, John & Mojon, Benoît, 2016. "The pre-Great Recession slowdown in productivity," European Economic Review, Elsevier, vol. 88(C), pages 3-20.
    70. 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.
    71. Eric Bartelsman & John Haltiwanger & Stefano Scarpetta, 2013. "Cross-Country Differences in Productivity: The Role of Allocation and Selection," American Economic Review, American Economic Association, vol. 103(1), pages 305-334, February.
    72. Romain Duval & Gee Hee Hong & Yannick Timmer & Philip Strahan, 2020. "Financial Frictions and the Great Productivity Slowdown," The Review of Financial Studies, Society for Financial Studies, vol. 33(2), pages 475-503.
    73. 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.
    74. repec:hal:wpspec:info:hdl:2441/5e3g19l1fn9thpq7ldd8kqr3vu is not listed on IDEAS
    75. 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.
    76. 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.
    77. Gustavo Adler & Mr. Romain A Duval & Davide Furceri & Ksenia Koloskova & Mr. Marcos Poplawski Ribeiro, 2017. "Gone with the Headwinds: Global Productivity," IMF Staff Discussion Notes 2017/004, International Monetary Fund.
    78. 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.
    79. Colin J. Hottman & Stephen J. Redding & David E. Weinstein, 2016. "Quantifying the Sources of Firm Heterogeneity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(3), pages 1291-1364.
    80. Francisco J. Buera & Joseph P. Kaboski & Yongseok Shin, 2011. "Finance and Development: A Tale of Two Sectors," American Economic Review, American Economic Association, vol. 101(5), pages 1964-2002, August.
    81. 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.
    82. 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.
    83. Karthik Krishnan & Debarshi K. Nandy & Manju Puri, 2015. "Does Financing Spur Small Business Productivity? Evidence from a Natural Experiment," The Review of Financial Studies, Society for Financial Studies, vol. 28(6), pages 1768-1809.
    84. repec:adr:anecst:y:2005:i:79-80:p:17 is not listed on IDEAS
    85. De loecker, Jan & Collard-Wexler, Allan, 2016. "Production Function Estimation with Measurement Error in Inputs," CEPR Discussion Papers 11399, C.E.P.R. Discussion Papers.
    86. Michela Giorcelli, 2019. "The Long-Term Effects of Management and Technology Transfers," American Economic Review, American Economic Association, vol. 109(1), pages 121-152, January.
    87. 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.
    88. Aghion, P. & Askenazy, P. & Berman, N. & Cette, G. & Eymard, L., 2008. "Credit Constraints and the Cyclicality of R&D Investment: Evidence from France," Working papers 198, Banque de France.
    89. Paul Goldsmith-Pinkham & Isaac Sorkin & Henry Swift, 2020. "Bartik Instruments: What, When, Why, and How," American Economic Review, American Economic Association, vol. 110(8), pages 2586-2624, August.
    90. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    91. Lucia S. Foster & Cheryl A. Grim & John Haltiwanger & Zoltan Wolf, 2017. "Macro and Micro Dynamics of Productivity: From Devilish Details to Insights," NBER Working Papers 23666, National Bureau of Economic Research, Inc.
    92. Steven J. Davis & John Haltiwanger, 2014. "Labor Market Fluidity and Economic Performance," NBER Working Papers 20479, National Bureau of Economic Research, Inc.
    93. 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.
    94. 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.
    95. 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.
    96. 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.
    97. repec:hal:spmain:info:hdl:2441/5e3g19l1fn9thpq7ldd8kqr3vu is not listed on IDEAS
    98. S. Calligaris & M. Del Gatto & F. Hassan & G.I.P. Ottaviano & F. Schivardi, 2016. "Italy’s Productivity Conundrum. A Study on Resource Misallocation in Italy," European Economy - Discussion Papers 030, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    99. 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.
    100. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    101. Allan Collard-Wexler & Jan De Loecker, 2016. "Production Function Estimation and Capital Measurement Error," NBER Working Papers 22437, National Bureau of Economic Research, Inc.
    102. Toni M. Whited & Jake Zhao, 2021. "The Misallocation of Finance," Journal of Finance, American Finance Association, vol. 76(5), pages 2359-2407, October.
    103. Shai Bernstein, 2015. "Does Going Public Affect Innovation?," Journal of Finance, American Finance Association, vol. 70(4), pages 1365-1403, August.
    104. 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.
    105. 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.
    106. 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.
    107. 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.
    108. James H. Stock & Mark W. Watson, 2012. "Disentangling the Channels of the 2007-09 Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 44(1 (Spring), pages 81-156.
    109. 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. Nicola Pierri & Yannick Timmer, 2020. "Tech in Fin before FinTech: Blessing or Curse for Financial Stability?," CESifo Working Paper Series 8067, CESifo.
    2. Besley, T. & Roland, I. & Van Reenen, J., 2019. "The Aggregate Consequences of Default Risk: Evidence from Firm-level Data," Cambridge Working Papers in Economics 2061, Faculty of Economics, University of Cambridge.
    3. Ricci, Lorenzo & Soggia, Giovanni & Trimarchi, Lorenzo, 2023. "The impact of bank lending standards on credit to firms," Journal of Banking & Finance, Elsevier, vol. 152(C).
    4. Dottori, Davide & Micucci, Giacinto & Sigalotti, Laura, 2024. "Trade debts and bank lending in years of crisis," International Review of Financial Analysis, Elsevier, vol. 92(C).
    5. Li, Xiang & Su, Dan, 2022. "Total factor productivity growth at the firm-level: The effects of capital account liberalization," Journal of International Economics, Elsevier, vol. 139(C).
    6. Islam, Asif M. & Amin, Mohammad, 2023. "The gender labor productivity gap across informal firms," World Development, Elsevier, vol. 167(C).
    7. Hardy, Bryan & Sever, Can, 2021. "Financial crises and innovation," European Economic Review, Elsevier, vol. 138(C).
    8. Daniel Barron & Jin Li & Michał Zator, 2022. "Morale and Debt Dynamics," Management Science, INFORMS, vol. 68(6), pages 4496-4516, June.
    9. Ozan Güler & Mike Mariathasan & Klaas Mulier & Nejat G. Okatan, 2021. "The real effects of banks' corporate credit supply: A literature review," Economic Inquiry, Western Economic Association International, vol. 59(3), pages 1252-1285, July.
    10. Mohammad MUSTAFA, 2020. "Impact of credit guarantee on the output gap: A panel data analysis of Asian sovereigns," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania - AGER, vol. 0(2(623), S), pages 281-288, Summer.
    11. Guzman Gonzales-Torres & Francesco Manaresi & Filippo Scoccianti, 2020. "Born in hard times: startups selection and intangible capital during the financial crisis," Questioni di Economia e Finanza (Occasional Papers) 582, Bank of Italy, Economic Research and International Relations Area.
    12. Christian Abele & Agnès Bénassy-Quéré & Lionel Fontagné, 2020. "One Size Does Not Fit All: TFP in the Aftermath of Financial Crises in Three European Countries," PSE Working Papers halshs-02883685, HAL.
    13. Bessonova, E. & Tsvetkova, A., 2020. "Productivity growth and inefficient firms' exit from the market," Journal of the New Economic Association, New Economic Association, vol. 48(4), pages 185-196.
    14. Spatareanu, M. & Manole, V. & Kabiri, A. & Roland, I., 2020. "Bank Default Risk Propagation along Supply Chains: Evidence from the U.K," Cambridge Working Papers in Economics 2058, Faculty of Economics, University of Cambridge.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Francesco Manaresi & Nicola Pierri, 2018. "Credit supply and productivity growth," Temi di discussione (Economic working papers) 1168, Bank of Italy, Economic Research and International Relations Area.
    2. Francesco Manaresi & Nicola Pierri, 2018. "Credit supply and productivity growth," BIS Working Papers 711, Bank for International Settlements.
    3. Lenzu, Simone & Manaresi, Francesco, 2018. "Do Marginal Products Differ from User Costs? Micro-Level Evidence from Italian Firms," Working Papers 276, The University of Chicago Booth School of Business, George J. Stigler Center for the Study of the Economy and the State.
    4. Matteo Bugamelli & Francesca Lotti & Monica Amici & Emanuela Ciapanna & Fabrizio Colonna & Francesco D�Amuri & Silvia Giacomelli & Andrea Linarello & Francesco Manaresi & Giuliana Palumbo & Filippo , 2018. "Productivity growth in Italy: a tale of a slow-motion change," Questioni di Economia e Finanza (Occasional Papers) 422, Bank of Italy, Economic Research and International Relations Area.
    5. Hardy, Bryan & Sever, Can, 2021. "Financial crises and innovation," European Economic Review, Elsevier, vol. 138(C).
    6. Simone Lenzu & Francesco Manaresi, 2019. "Sources and implications of resource misallocation: new evidence from firm-level marginal products and user costs," Questioni di Economia e Finanza (Occasional Papers) 485, Bank of Italy, Economic Research and International Relations Area.
    7. Bańbura, Marta & Albani, Maria & Ambrocio, Gene & Bursian, Dirk & Buss, Ginters & de Winter, Jasper & Gavura, Miroslav & Giordano, Claire & Júlio, Paulo & Le Roux, Julien & Lozej, Matija & Malthe-Thag, 2018. "Business investment in EU countries," Occasional Paper Series 215, European Central Bank.
    8. Christian Abele & Agnès Bénassy-Quéré & Lionel Fontagné, 2020. "One Size Does Not Fit All: TFP in the Aftermath of Financial Crises in Three European Countries," PSE Working Papers halshs-02883685, HAL.
    9. Levine, Oliver & Warusawitharana, Missaka, 2021. "Finance and productivity growth: Firm-level evidence," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 91-107.
    10. Chen, Sophia & Lee, Do, 2023. "Small and vulnerable: SME productivity in the great productivity slowdown," Journal of Financial Economics, Elsevier, vol. 147(1), pages 49-74.
    11. Fonseca, Julia & Van Doornik, Bernardus, 2022. "Financial development and labor market outcomes: Evidence from Brazil," Journal of Financial Economics, Elsevier, vol. 143(1), pages 550-568.
    12. Andrés Rodríguez‐Pose & Roberto Ganau & Kristina Maslauskaite & Monica Brezzi, 2021. "Credit constraints, labor productivity, and the role of regional institutions: Evidence from manufacturing firms in Europe," Journal of Regional Science, Wiley Blackwell, vol. 61(2), pages 299-328, March.
    13. 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.
    14. Massimo Del Gatto & Fadi Hassan & Gianmarco I.P. Ottaviano & Fabiano Schivardi, 2019. "Company Profits in Italy," European Economy - Discussion Papers 093, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    15. Hasan, Iftekhar & Manfredonia, Stefano, 2022. "Productivity, managers’ social connections and the financial crisis," Journal of Banking & Finance, Elsevier, vol. 141(C).
    16. Besley, T. & Roland, I. & Van Reenen, J., 2019. "The Aggregate Consequences of Default Risk: Evidence from Firm-level Data," Cambridge Working Papers in Economics 2061, Faculty of Economics, University of Cambridge.
    17. Feld, Lars P. & Schmidt, Christoph M. & Schnabel, Isabel & Truger, Achim & Wieland, Volker, 2019. "Den Strukturwandel meistern. Jahresgutachten 2019/20 [Dealing with Structural Change. Annual Report 2019/20]," Annual Economic Reports / Jahresgutachten, German Council of Economic Experts / Sachverständigenrat zur Begutachtung der gesamtwirtschaftlichen Entwicklung, volume 127, number 201920.
    18. 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.
    19. T. Libert, 2017. "Misallocation Before, During and After the Great Recession," Working papers 658, Banque de France.
    20. Doerr, Sebastian, 2018. "Collateral, Reallocation, and Aggregate Productivity: Evidence from the U.S. Housing Boom," MPRA Paper 106163, University Library of Munich, Germany.

    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:imf:imfwpa:2019/107. See general information about how to correct material in RePEc.

    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 bibliographic 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.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Akshay Modi (email available below). General contact details of provider: https://edirc.repec.org/data/imfffus.html .

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

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.