IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v122y2021ics0378426620302508.html
   My bibliography  Save this article

Do loan subsidies boost the real activity of small firms?

Author

Listed:
  • Horvath, Akos
  • Lang, Peter

Abstract

We investigate the effects of subsidized loans on the real activity of small firms. Despite the lack of theoretical consensus, subsidized loans have been considered or used in many countries after the global financial crisis and during the COVID-19 crisis to alleviate the external financing constraints and stimulate the real activity of small firms. We provide empirical evidence on this policy tool by studying the impact of a large-scale subsidized loan program implemented in Hungary in 2013. Utilizing comprehensive credit registry and firm microdata, we find that subsidized loans were not only highly effective at promoting investment and job creation, but they also enhanced the productive efficiency of firms over time. Meanwhile, there was significant heterogeneity both in the benefits from and access to subsidized loans. While firms with better bank relationships received more subsidized loans, firms with lower net working capital and more severe credit constraints responded more strongly to them, which raises allocation considerations.

Suggested Citation

  • Horvath, Akos & Lang, Peter, 2021. "Do loan subsidies boost the real activity of small firms?," Journal of Banking & Finance, Elsevier, vol. 122(C).
    • Handle: RePEc:eee:jbfina:v:122:y:2021:i:c:s0378426620302508
    DOI: 10.1016/j.jbankfin.2020.105988
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378426620302508
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbankfin.2020.105988?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Ryan Banerjee, 2014. "SMEs, financial constraints and growth," BIS Working Papers 475, Bank for International Settlements.
    2. Steven M. Fazzari & Bruce C. Petersen, 1993. "Working Capital and Fixed Investment: New Evidence on Financing Constraints," RAND Journal of Economics, The RAND Corporation, vol. 24(3), pages 328-342, Autumn.
    3. Han, Liang & Fraser, Stuart & Storey, David J., 2009. "Are good or bad borrowers discouraged from applying for loans? Evidence from US small business credit markets," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 415-424, February.
    4. Charles A.E. Goodhart & Dimitrios P. Tsomocos & Xuan Wang, 2023. "Support for small businesses amid COVID‐19," Economica, London School of Economics and Political Science, vol. 90(358), pages 612-652, April.
    5. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "The Aftermath of Financial Crises," American Economic Review, American Economic Association, vol. 99(2), pages 466-472, May.
    6. Martin Brown & Steven Ongena & Alexander Popov & Pinar Yeşin, 2011. "Who needs credit and who gets credit in Eastern Europe? [Interaction terms in logit and probit models]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 26(65), pages 93-130.
    7. Abhijit V. Banerjee & Esther Duflo, 2014. "Do Firms Want to Borrow More? Testing Credit Constraints Using a Directed Lending Program," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(2), pages 572-607.
    8. Beck, Thorsten & Demirguc-Kunt, Asli & Laeven, Luc & Maksimovic, Vojislav, 2006. "The determinants of financing obstacles," Journal of International Money and Finance, Elsevier, vol. 25(6), pages 932-952, October.
    9. Sean Cleary, 1999. "The Relationship between Firm Investment and Financial Status," Journal of Finance, American Finance Association, vol. 54(2), pages 673-692, April.
    10. Heitor Almeida & Murillo Campello, 2007. "Financial Constraints, Asset Tangibility, and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 20(5), pages 1429-1460, 2007 12.
    11. Berger, Allen N. & Udell, Gregory F., 2006. "A more complete conceptual framework for SME finance," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2945-2966, November.
    12. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    13. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 2000. "Investment-Cash Flow Sensitivities are Useful: A Comment on Kaplan and Zingales," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(2), pages 695-705.
    14. repec:bla:jfinan:v:59:y:2004:i:5:p:2061-2092 is not listed on IDEAS
    15. Patrick Bolton & Xavier Freixas & Leonardo Gambacorta & Paolo Emilio Mistrulli, 2016. "Relationship and Transaction Lending in a Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2643-2676.
    16. Anoosheh Rostamkalaei & Mark Freel, 2016. "The cost of growth: small firms and the pricing of bank loans," Small Business Economics, Springer, vol. 46(2), pages 255-272, February.
    17. Hancock, Diana & Wilcox, James A., 1998. "The "credit crunch" and the availability of credit to small business," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 983-1014, August.
    18. Hyytinen, Ari & Maliranta, Mika, 2013. "Firm lifecycles and evolution of industry productivity," Research Policy, Elsevier, vol. 42(5), pages 1080-1098.
    19. Campello, Murillo & Graham, John R. & Harvey, Campbell R., 2010. "The real effects of financial constraints: Evidence from a financial crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 470-487, September.
    20. Magnus Henrekson & Dan Johansson, 2010. "Gazelles as job creators: a survey and interpretation of the evidence," Small Business Economics, Springer, vol. 35(2), pages 227-244, September.
    21. 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.
    22. Giovanni Trovato & Marco Alfó, 2006. "Credit rationing and the financial structure of Italian small and medium enterprises," Journal of Applied Economics, Universidad del CEMA, vol. 9, pages 167-184, May.
    23. Douglas W. Diamond & Raghuram G. Rajan, 2009. "The Credit Crisis: Conjectures about Causes and Remedies," American Economic Review, American Economic Association, vol. 99(2), pages 606-610, May.
    24. Harvey, A C, 1976. "Estimating Regression Models with Multiplicative Heteroscedasticity," Econometrica, Econometric Society, vol. 44(3), pages 461-465, May.
    25. Chih-Hai Yang & Ku-Hsieh Chen, 2009. "Are small firms less efficient?," Small Business Economics, Springer, vol. 32(4), pages 375-395, April.
    26. Levenson, Alec R & Willard, Kristen L, 2000. "Do Firms Get the Financing They Want? Measuring Credit Rationing Experienced by Small Business in the U.S," Small Business Economics, Springer, vol. 14(2), pages 83-94, March.
    27. Kirschenmann, Karolin, 2016. "Credit rationing in small firm-bank relationships," Journal of Financial Intermediation, Elsevier, vol. 26(C), pages 68-99.
    28. Becker, Bo & Ivashina, Victoria, 2014. "Cyclicality of credit supply: Firm level evidence," Journal of Monetary Economics, Elsevier, vol. 62(C), pages 76-93.
    29. Mark Freel, 2007. "Are Small Innovators Credit Rationed?," Small Business Economics, Springer, vol. 28(1), pages 23-35, January.
    30. 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.
    31. Atanasova, Christina V. & Wilson, Nicholas, 2004. "Disequilibrium in the UK corporate loan market," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 595-614, March.
    32. 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.
    33. Asdrubali, Pierfederico & Signore, Simone, 2015. "The Economic Impact of EU Guarantees on Credit to SMEs – Evidence from CESEE Countries," EIF Working Paper Series 2015/29, European Investment Fund (EIF).
    34. 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.
    35. Erol Taymaz, 2005. "Are Small Firms Really Less Productive?," Small Business Economics, Springer, vol. 25(5), pages 429-445, December.
    36. David Neumark & Brandon Wall & Junfu Zhang, 2011. "Do Small Businesses Create More Jobs? New Evidence for the United States from the National Establishment Time Series," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 16-29, August.
    37. Heckman, James J, 1978. "Dummy Endogenous Variables in a Simultaneous Equation System," Econometrica, Econometric Society, vol. 46(4), pages 931-959, July.
    38. Beck, Thorsten & Demirgüç-Kunt, Asli & Maksimovic, Vojislav, 2008. "Financing patterns around the world: Are small firms different?," Journal of Financial Economics, Elsevier, vol. 89(3), pages 467-487, September.
    39. Chakravarty, Sugato & Xiang, Meifang, 2013. "The international evidence on discouraged small businesses," Journal of Empirical Finance, Elsevier, vol. 20(C), pages 63-82.
    40. 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.
    41. Rahaman, Mohammad M., 2011. "Access to financing and firm growth," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 709-723, March.
    42. 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.
    43. Meghana Ayyagari & Thorsten Beck & Asli Demirguc-Kunt, 2007. "Small and Medium Enterprises Across the Globe," Small Business Economics, Springer, vol. 29(4), pages 415-434, December.
    44. Blinder, Alan S & Stiglitz, Joseph E, 1983. "Money, Credit Constraints, and Economic Activity," American Economic Review, American Economic Association, vol. 73(2), pages 297-302, May.
    45. 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.
    46. Maddala,G. S., 1986. "Limited-Dependent and Qualitative Variables in Econometrics," Cambridge Books, Cambridge University Press, number 9780521338257, September.
    47. Christensen, Laurits R & Jorgenson, Dale W & Lau, Lawrence J, 1973. "Transcendental Logarithmic Production Frontiers," The Review of Economics and Statistics, MIT Press, vol. 55(1), pages 28-45, February.
    48. Binks, Martin R & Ennew, Christine T, 1996. "Growing Firms and the Credit Constraint," Small Business Economics, Springer, vol. 8(1), pages 17-25, February.
    49. Sahana Roy Chowdhury, 2011. "Impact of Global Crisis on Small and Medium Enterprises," Global Business Review, International Management Institute, vol. 12(3), pages 377-399, October.
    50. Federico Belotti & Silvio Daidone & Giuseppe Ilardi & Vincenzo Atella, 2013. "Stochastic frontier analysis using Stata," Stata Journal, StataCorp LP, vol. 13(4), pages 718-758, December.
    51. Berger, Allen N & Udell, Gregory F, 1995. "Relationship Lending and Lines of Credit in Small Firm Finance," The Journal of Business, University of Chicago Press, vol. 68(3), pages 351-381, July.
    52. Nir Klein, 2014. "Small and Medium Size Enterprises, Credit Supply Shocks, and Economic Recovery in Europe," IMF Working Papers 2014/098, International Monetary Fund.
    53. Thorsten Beck & Asli Demirgüç‐Kunt & Vojislav Maksimovic, 2005. "Financial and Legal Constraints to Growth: Does Firm Size Matter?," Journal of Finance, American Finance Association, vol. 60(1), pages 137-177, February.
    54. Bańkowska, Katarzyna & Ferrando, Annalisa & García, Juan Angel, 2020. "The COVID-19 pandemic and access to finance for small and medium-sized enterprises: evidence from survey data," Economic Bulletin Boxes, European Central Bank, vol. 4.
    55. Charles J. Hadlock & Joshua R. Pierce, 2010. "New Evidence on Measuring Financial Constraints: Moving Beyond the KZ Index," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1909-1940.
    56. Kremp, Elizabeth & Sevestre, Patrick, 2013. "Did the crisis induce credit rationing for French SMEs?," Journal of Banking & Finance, Elsevier, vol. 37(10), pages 3757-3772.
    57. Reiss, Peter C. & Wolak, Frank A., 2007. "Structural Econometric Modeling: Rationales and Examples from Industrial Organization," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 64, Elsevier.
    58. Simon C. Parker, 2002. "Do Banks Ration Credit to New Enterprises? And Should Governments Intervene?," Scottish Journal of Political Economy, Scottish Economic Society, vol. 49(2), pages 162-195, May.
    59. Donald B. Rubin, 2005. "Causal Inference Using Potential Outcomes: Design, Modeling, Decisions," Journal of the American Statistical Association, American Statistical Association, vol. 100, pages 322-331, March.
    60. Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
    61. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    62. Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
    63. Duchin, Ran & Ozbas, Oguzhan & Sensoy, Berk A., 2010. "Costly external finance, corporate investment, and the subprime mortgage credit crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 418-435, September.
    64. Gale, William G., 1990. "Federal lending and the market for credit," Journal of Public Economics, Elsevier, vol. 42(2), pages 177-193, July.
    65. Battese, George E. & Coelli, Tim J., 1988. "Prediction of firm-level technical efficiencies with a generalized frontier production function and panel data," Journal of Econometrics, Elsevier, vol. 38(3), pages 387-399, July.
    66. N. Gregory Mankiw, 1986. "The Allocation of Credit and Financial Collapse," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 101(3), pages 455-470.
    67. Chib, Siddhartha, 2007. "Analysis of treatment response data without the joint distribution of potential outcomes," Journal of Econometrics, Elsevier, vol. 140(2), pages 401-412, October.
    68. Kraus, Alan & Litzenberger, Robert H, 1973. "A State-Preference Model of Optimal Financial Leverage," Journal of Finance, American Finance Association, vol. 28(4), pages 911-922, September.
    69. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    70. Alvarez, Roberto & Crespi, Gustavo, 2003. "Determinants of Technical Efficiency in Small Firms," Small Business Economics, Springer, vol. 20(3), pages 233-244, May.
    71. Cole, Rebel A., 1998. "The importance of relationships to the availability of credit," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 959-977, August.
    72. Gábor Kátay & Zoltán Wolf, 2004. "Investment Behavior, User Cost and Monetary Policy Transmission - the Case of Hungary," MNB Working Papers 2004/12, Magyar Nemzeti Bank (Central Bank of Hungary).
    73. Bahar Öztürk & Mr. Mico Mrkaic, 2014. "SMEs’ Access to Finance in the Euro Area: What Helps or Hampers?," IMF Working Papers 2014/078, International Monetary Fund.
    74. Caudill, Steven B & Ford, Jon M & Gropper, Daniel M, 1995. "Frontier Estimation and Firm-Specific Inefficiency Measures in the Presence of Heteroscedasticity," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(1), pages 105-111, January.
    75. Giovanni Trovato & Marco Alfò, 2006. "Credit Rationing and the Financial Structure of Italian Small and Medium Enterprises," Journal of Applied Economics, Taylor & Francis Journals, vol. 9(1), pages 167-184, May.
    76. Bańkowska, Katarzyna & Ferrando, Annalisa & García, Juan Angel, 2020. "Access to finance for small and medium-sized enterprises after the financial crisis: evidence from survey data," Economic Bulletin Articles, European Central Bank, vol. 4.
    77. Santiago Carbó‐Valverde & Francisco Rodríguez‐Fernández & Gregory F. Udell, 2016. "Trade Credit, the Financial Crisis, and SME Access to Finance," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 48(1), pages 113-143, February.
    78. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    79. James J. Heckman & Hedibert F. Lopes & Rémi Piatek, 2014. "Treatment Effects: A Bayesian Perspective," Econometric Reviews, Taylor & Francis Journals, vol. 33(1-4), pages 36-67, June.
    80. Steven N. Kaplan & Luigi Zingales, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 169-215.
    81. Innes, Robert, 1991. "Investment and government intervention in credit markets when there is asymmetric information," Journal of Public Economics, Elsevier, vol. 46(3), pages 347-381, December.
    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. Harasztosi, Péter & Maurin, Laurent & Pál, Rozália & Revoltella, Debora & van der Wielen, Wouter, 2022. "Firm-level policy support during the crisis: So far, so good?," International Economics, Elsevier, vol. 171(C), pages 30-48.
    2. Daniel E. Rigobon & Thibaut Duprey & Artur Kotlicki & Philip Schnattinger & Soheil Baharian & Thomas R. Hurd, 2022. "Business Closures and (Re)Openings in Real-Time Using Google Places: Proof of Concept," JRFM, MDPI, vol. 15(4), pages 1-10, April.
    3. Wei Cui & Mengying Wei & Weisi Xie & Jing Xing, 2021. "Corporate Tax Cuts for Small Firms: What Do Firms Do?," CESifo Working Paper Series 9389, CESifo.
    4. Danny Turkson & Nana Boakyewaa Addai & Farhat Chowdhury & Fatima Mohammed, 2021. "Government policies and firm performance in the COVID-19 pandemic era: a sectoral analysis," SN Business & Economics, Springer, vol. 1(12), pages 1-22, December.
    5. Telegdy, Álmos & Tóth, Gábor, 2024. "A támogatott hitelezés hatásvizsgálata Magyarországon [Impact assessment of subsidised loans in Hungary]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(2), pages 113-130.
    6. Lang, Péter & Drabancz, Áron & El-Meouch Nedim, Márton, 2021. "A koronavírus-járvány miatt bevezetett jegybanki és állami hitelprogramok hatása a magyar foglalkoztatásra [The impact of central-bank and state-loan programmes introduced in Hungarian employment d," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(9), pages 930-965.

    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. Sasan Bakhtiari & Robert Breunig & Lisa Magnani & Jacquelyn Zhang, 2020. "Financial Constraints and Small and Medium Enterprises: A Review," The Economic Record, The Economic Society of Australia, vol. 96(315), pages 506-523, December.
    2. Ferrando, Annalisa & Popov, Alexander & Udell, Gregory F., 2017. "Sovereign stress and SMEs’ access to finance: Evidence from the ECB's SAFE survey," Journal of Banking & Finance, Elsevier, vol. 81(C), pages 65-80.
    3. Annalisa Ferrando & Alexander Popov & Gregory F. Udell, 2019. "Do SMEs Benefit from Unconventional Monetary Policy and How? Microevidence from the Eurozone," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 51(4), pages 895-928, June.
    4. Reto Wernli & Andreas Dietrich, 2022. "Only the brave: improving self-rationing efficiency among discouraged Swiss SMEs," Small Business Economics, Springer, vol. 59(3), pages 977-1003, October.
    5. Anoosheh Rostamkalaei & Mark Freel, 2016. "The cost of growth: small firms and the pricing of bank loans," Small Business Economics, Springer, vol. 46(2), pages 255-272, February.
    6. Meslier, Céline & Sauviat, Alain & Yuan, Dian, 2020. "Comparative advantages of regional versus national banks in alleviating SME's financial constraints," International Review of Financial Analysis, Elsevier, vol. 71(C).
    7. Kallandranis, Christos & Anastasiou, Dimitrios & Drakos, Konstantinos, 2023. "Credit rationing prevalence for Eurozone firms," Journal of Business Research, Elsevier, vol. 158(C).
    8. Gabriele Angori & David Aristei, 2020. "Heterogeneity and state dependence in firms’ access to credit: Microevidence from the euro area," SEEDS Working Papers 0220, SEEDS, Sustainability Environmental Economics and Dynamics Studies, revised Feb 2020.
    9. Dwenger, Nadja & Fossen, Frank & Simmler, Martin, 2015. "From financial to real economic crisis. Evidence from individual firm-bank relationships in Germany," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113000, Verein für Socialpolitik / German Economic Association.
    10. Cheng, Chao & Yang, Liu, 2022. "What drives the credit constraints faced by Chinese small and micro enterprises?," Economic Modelling, Elsevier, vol. 113(C).
    11. Malcolm Athaide & H. K. Pradhan, 2020. "A model of credit constraint for MSMEs in India," Small Business Economics, Springer, vol. 55(4), pages 1159-1177, December.
    12. Nadja Dwenger & Frank M Fossen & Martin Simmler, 2015. "From financial to real economic crisis: evidence from individual firm¨Cbank relationships in Germany," Working Papers 1516, Oxford University Centre for Business Taxation.
    13. Malcolm Athaide & H. K. Pradhan, 0. "A model of credit constraint for MSMEs in India," Small Business Economics, Springer, vol. 0, pages 1-19.
    14. Behr, Patrick & Norden, Lars & Noth, Felix, 2013. "Financial constraints of private firms and bank lending behavior," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3472-3485.
    15. Dongyang Zhang, 2017. "Is working capital management value-enhancing through alleviating financial constraints? Evidence from Chinese non-listed firms," Journal of Chinese Economic and Business Studies, Taylor & Francis Journals, vol. 15(4), pages 373-406, October.
    16. Annie bellier & Wafa Sayeh & Stéphanie Serve, 2012. "What lies behind credit rationing? A survey of the literature," THEMA Working Papers 2012-39, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.
    17. Théo Nicolas, 2019. "How Do Short-term Financial Constraints Affect SMEs’ Long-Term Investment: Evidence from the Working Capital Channel," Working papers 731, Banque de France.
    18. Erik Canton & Isabel Grilo & Josefa Monteagudo & Peter Zwan, 2013. "Perceived credit constraints in the European Union," Small Business Economics, Springer, vol. 41(3), pages 701-715, October.
    19. Tori, Daniele & Onaran, Özlem, 2018. "Financialisation, financial development, and investment: evidence from European non-financial corporations," Greenwich Papers in Political Economy 22196, University of Greenwich, Greenwich Political Economy Research Centre.
    20. Milos Markovic & Michael A. Stemmer, 2017. "Firm Growth Dynamics and Financial Constraints: Evidence from Serbian Firms," Documents de travail du Centre d'Economie de la Sorbonne 17012, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.

    More about this item

    Keywords

    Subsidized loans; Small firms; Investment; Employment; Productive efficiency;
    All these keywords.

    JEL classification:

    • C58 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Financial Econometrics
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation

    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:eee:jbfina:v:122:y:2021:i:c:s0378426620302508. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbf .

    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.