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Identifying financial constraints

Author

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  • Ferrando, Annalisa
  • Mulier, Klaas
  • Verschelde, Marijn
  • Cherchye, Laurens
  • De Rock, Bram

Abstract

We propose a new methodology to recover firm-time varying financial constraints from firms’ production behavior. We model financial constraints as the profitability that firms forgo when budget constraints on production inputs bind, impeding them from using the optimal level of inputs and technology. We estimate and validate our measure using unique data combining firms’ balance sheets with survey information on self-reported financial constraints, like loan rejections. In contrast to three popular indices of financial constraints, our measure recovers financial constraints beyond observable firm characteristics, recovers cross-sectional and time-varying stylized facts of financial constraints, and is applicable to both public and private firms. JEL Classification: E44, G00, G30, G32

Suggested Citation

  • Ferrando, Annalisa & Mulier, Klaas & Verschelde, Marijn & Cherchye, Laurens & De Rock, Bram, 2020. "Identifying financial constraints," Working Paper Series 2420, European Central Bank.
    • Handle: RePEc:ecb:ecbwps:20202420
    Note: 235236
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    References listed on IDEAS

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    1. McFadden, Daniel, 1978. "Cost, Revenue, and Profit Functions," Histoy of Economic Thought Chapters, in: Fuss, Melvyn & McFadden, Daniel (ed.),Production Economics: A Dual Approach to Theory and Applications, volume 1, chapter 1, McMaster University Archive for the History of Economic Thought.
    2. Van Biesebroeck, Johannes, 2005. "Firm Size Matters: Growth and Productivity Growth in African Manufacturing," Economic Development and Cultural Change, University of Chicago Press, vol. 53(3), pages 545-583, April.
    3. Afriat, Sidney N, 1972. "Efficiency Estimation of Production Function," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 13(3), pages 568-598, October.
    4. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    5. 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.
    6. Daniel S. Hamermesh & Gerard A. Pfann, 1996. "Adjustment Costs in Factor Demand," Journal of Economic Literature, American Economic Association, vol. 34(3), pages 1264-1292, September.
    7. Beck, Thorsten & Demirguc-Kunt, Asli & Martinez Peria, Maria Soledad, 2007. "Reaching out: Access to and use of banking services across countries," Journal of Financial Economics, Elsevier, vol. 85(1), pages 234-266, July.
    8. Ferrando, Annalisa & Mulier, Klaas, 2013. "Do firms use the trade credit channel to manage growth?," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 3035-3046.
    9. Emanuele Forlani & Ralf Martin & Giordano Mion & Mirabelle Muûls, 2023. "Unraveling Firms: Demand, Productivity and Markups Heterogeneity," The Economic Journal, Royal Economic Society, vol. 133(654), pages 2251-2302.
    10. Lamont, Owen & Polk, Christopher & Saa-Requejo, Jesus, 2001. "Financial Constraints and Stock Returns," Review of Financial Studies, Society for Financial Studies, vol. 14(2), pages 529-554.
    11. Julia I. Lane & John C. Haltiwanger & James Spletzer, 1999. "Productivity Differences across Employers: The Roles of Employer Size, Age, and Human Capital," American Economic Review, American Economic Association, vol. 89(2), pages 94-98, May.
    12. Laurens Cherchye & Thomas Demuynck & Bram De Rock & Marijn Verschelde, 2018. "Nonparametric Production Analysis with Unobserved Heterogeneity in Productivity," Working Papers ECARES 2018-25, ULB -- Universite Libre de Bruxelles.
    13. Stéphane Blancard & Jean-Philippe Boussemart & Walter Briec & Kristiaan Kerstens, 2006. "Short- and Long-Run Credit Constraints in French Agriculture: A Directional Distance Function Framework Using Expenditure-Constrained Profit Functions," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 88(2), pages 351-364.
    14. 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.
    15. 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.
    16. Joan Farre-Mensa & Alexander Ljungqvist, 2016. "Do Measures of Financial Constraints Measure Financial Constraints?," The Review of Financial Studies, Society for Financial Studies, vol. 29(2), pages 271-308.
    17. Degryse, Hans & De Jonghe, Olivier & Jakovljević, Sanja & Mulier, Klaas & Schepens, Glenn, 2019. "Identifying credit supply shocks with bank-firm data: Methods and applications," Journal of Financial Intermediation, Elsevier, vol. 40(C).
    18. Hanoch, Giora & Rothschild, Michael, 1972. "Testing the Assumptions of Production Theory: A Nonparametric Approach," Journal of Political Economy, University of Chicago Press, vol. 80(2), pages 256-275, March-Apr.
    19. 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.
    20. Mary Amiti & David E. Weinstein, 2018. "How Much Do Idiosyncratic Bank Shocks Affect Investment? Evidence from Matched Bank-Firm Loan Data," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 525-587.
    21. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    22. Fuss, Melvyn & McFadden, Daniel (ed.), 1978. "Production Economics: A Dual Approach to Theory and Applications," Elsevier Monographs, Elsevier, edition 1, number 9780444850133.
    23. Matthias M M Buehlmaier & Toni M Whited, 2018. "Are Financial Constraints Priced? Evidence from Textual Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 31(7), pages 2693-2728.
    24. 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.
    25. Hyunok Lee & Robert G. Chambers, 1986. "Expenditure Constraints and Profit Maximization in U.S. Agriculture," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 68(4), pages 857-865.
    26. Robert E. Hall, 2004. "Measuring Factor Adjustment Costs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(3), pages 899-927.
    27. Varian, Hal R., 1990. "Goodness-of-fit in optimizing models," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 125-140.
    28. Greenwald, Bruce & Stiglitz, Joseph E, 1988. "Pareto Inefficiency of Market Economies: Search and Efficiency Wage Models," American Economic Review, American Economic Association, vol. 78(2), pages 351-355, May.
    29. Takeo Hoshi & Anil Kashyap & David Scharfstein, 1991. "Corporate Structure, Liquidity, and Investment: Evidence from Japanese Industrial Groups," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(1), pages 33-60.
    30. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    31. Bruno Merlevede & Matthijs De Zwaan & Karolien Lenaerts & Victoria Purice, 2015. "Multinational Networks, Domestic,and Foreign Firms in Europe," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 15/900, Ghent University, Faculty of Economics and Business Administration.
    32. 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.
    33. Gabriel Chodorow-Reich, 2014. "The Employment Effects of Credit Market Disruptions: Firm-level Evidence from the 2008-9 Financial Crisis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 1-59.
    34. Rolf Färe & Shawna Grosskopf & Hyunok Lee, 1990. "A Nonparametric Approach to Expenditure-Constrained Profit Maximization," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 72(3), pages 574-581.
    35. John Asker & Allan Collard-Wexler & Jan De Loecker, 2019. "(Mis)Allocation, Market Power, and Global Oil Extraction," American Economic Review, American Economic Association, vol. 109(4), pages 1568-1615, April.
    36. Robert E. Carpenter & Steven M. Fazzari & Bruce C. Petersen, 1998. "Financing Constraints And Inventory Investment: A Comparative Study With High-Frequency Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 513-519, November.
    37. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    38. Varian, Hal R, 1984. "The Nonparametric Approach to Production Analysis," Econometrica, Econometric Society, vol. 52(3), pages 579-597, May.
    39. Gabriel Chodorow-Reich, "undated". "The Employment Effects of Credit Market Disruptions: Firm-level Evidence from the 2008-09 Financial Crisis," Working Paper 90811, Harvard University OpenScholar.
    40. Robert E. Lucas & Jr., 1967. "Adjustment Costs and the Theory of Supply," Journal of Political Economy, University of Chicago Press, vol. 75, pages 321-321.
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    More about this item

    Keywords

    access to finance; financial constraints; identification; indicators; production function;
    All these keywords.

    JEL classification:

    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • G00 - Financial Economics - - General - - - General
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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