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Do innovation and financial constraints affect the profit efficiency of European enterprises?

Author

Listed:
  • Graziella Bonanno

    (University of Salerno)

  • Annalisa Ferrando

    (European Central Bank)

  • Stefania Patrizia Sonia Rossi

    (University of Graz
    DEAMS, University of Trieste)

Abstract

This paper investigates the relationship between profit efficiency, finance and innovation. By adopting stochastic frontiers, we pioneer the use of a novel dataset merging firm level survey data with balance sheet information for a large sample of European companies. We find that firms having difficulties in access to finance as well as firms introducing product innovation display an incentive to improve their efficiency. While innovation produces benefit for firms’ profitability, financial constraints impose a discipline to the firms forcing them to cut unproductive costs that reduce the profitability. We document nuanced differences between firms in industry and services, while they are more pronounced when we look at disaggregation across High-Tech and Low-Tech companies. From a policy perspective, our results enrich the understanding on the link between innovation, financial constraints and efficiency, which goes beyond the idea that easier access to finance is the panacea to get higher performance.

Suggested Citation

  • Graziella Bonanno & Annalisa Ferrando & Stefania Patrizia Sonia Rossi, 2023. "Do innovation and financial constraints affect the profit efficiency of European enterprises?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(1), pages 57-86, March.
  • Handle: RePEc:spr:eurasi:v:13:y:2023:i:1:d:10.1007_s40821-022-00226-z
    DOI: 10.1007/s40821-022-00226-z
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    1. Jin, Man & Zhao, Shunan & Kumbhakar, Subal C., 2019. "Financial constraints and firm productivity: Evidence from Chinese manufacturing," European Journal of Operational Research, Elsevier, vol. 275(3), pages 1139-1156.
    2. 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.
    3. Laforet, Sylvie, 2008. "Size, strategic, and market orientation affects on innovation," Journal of Business Research, Elsevier, vol. 61(7), pages 753-764, July.
    4. Ramana Nanda & William R. Kerr, 2015. "Financing Innovation," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 445-462, December.
    5. Chien-Ming Chen & Magali A. Delmas & Marvin B. Lieberman, 2015. "Production frontier methodologies and efficiency as a performance measure in strategic management research," Strategic Management Journal, Wiley Blackwell, vol. 36(1), pages 19-36, January.
    6. 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.
    7. Love, James H. & Roper, Stephen & Du, Jun, 2009. "Innovation, ownership and profitability," International Journal of Industrial Organization, Elsevier, vol. 27(3), pages 424-434, May.
    8. Graziella Bonanno, 2016. "ICT and R&D as inputs or efficiency determinants? Analysing Italian manufacturing firms (2007–2009)," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 6(3), pages 383-404, December.
    9. Bernanke, Ben & Gertler, Mark & Gilchrist, Simon, 1996. "The Financial Accelerator and the Flight to Quality," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 1-15, February.
    10. Leibenstein, Harvey, 1978. "General X-Efficiency Theory and Economic Development," OUP Catalogue, Oxford University Press, number 9780195023800.
    11. Luo, Yun & Tanna, Sailesh & De Vita, Glauco, 2016. "Financial openness, risk and bank efficiency: Cross-country evidence," Journal of Financial Stability, Elsevier, vol. 24(C), pages 132-148.
    12. Archibugi, Daniele & Coco, Alberto, 2004. "A New Indicator of Technological Capabilities for Developed and Developing Countries (ArCo)," World Development, Elsevier, vol. 32(4), pages 629-654, April.
    13. Dosi, Giovanni & Grazzi, Marco & Moschella, Daniele, 2015. "Technology and costs in international competitiveness: From countries and sectors to firms," Research Policy, Elsevier, vol. 44(10), pages 1795-1814.
    14. 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.
    15. Le, Viet & Vu, Xuan-Binh (Benjamin) & Nghiem, Son, 2018. "Technical efficiency of small and medium manufacturing firms in Vietnam: A stochastic meta-frontier analysis," Economic Analysis and Policy, Elsevier, vol. 59(C), pages 84-91.
    16. Daron Acemoglu & Philippe Aghion & Fabrizio Zilibotti, 2006. "Distance to Frontier, Selection, and Economic Growth," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 37-74, March.
    17. Gabriele Pellegrino & Mariacristina Piva, 2020. "Innovation, industry and firm age: are there new knowledge production functions?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 10(1), pages 65-95, March.
    18. Francesco Aiello & Graziella Bonanno, 2018. "On The Sources Of Heterogeneity In Banking Efficiency Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 32(1), pages 194-225, February.
    19. Mustafa U. Karakaplan & Levent Kutlu, 2017. "Endogeneity in panel stochastic frontier models: an application to the Japanese cotton spinning industry," Applied Economics, Taylor & Francis Journals, vol. 49(59), pages 5935-5939, December.
    20. Robert Lensink & Aljar Meesters, 2014. "Institutions and Bank Performance: A Stochastic Frontier Analysis," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 76(1), pages 67-92, February.
    21. Lucia Foster & John Haltiwanger & Chad Syverson, 2008. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," American Economic Review, American Economic Association, vol. 98(1), pages 394-425, March.
    22. Bhaumik, Sumon Kumar & Das, Pranab Kumar & Kumbhakar, Subal C., 2012. "A stochastic frontier approach to modelling financial constraints in firms: An application to India," Journal of Banking & Finance, Elsevier, vol. 36(5), pages 1311-1319.
    23. Acharya, Viral & Xu, Zhaoxia, 2017. "Financial dependence and innovation: The case of public versus private firms," Journal of Financial Economics, Elsevier, vol. 124(2), pages 223-243.
    24. Era Dabla-Norris & Erasmus K. Kersting & Geneviève Verdier, 2012. "Firm Productivity, Innovation, and Financial Development," Southern Economic Journal, John Wiley & Sons, vol. 79(2), pages 422-449, October.
    25. Paul Geroski & Steve Machin & John Van Reenen, 1993. "The Profitability of Innovating Firms," RAND Journal of Economics, The RAND Corporation, vol. 24(2), pages 198-211, Summer.
    26. Ferreira, Paulo Jorge Silveira & Dionísio, Andreia Teixeira Marques, 2016. "What are the conditions for good innovation results? A fuzzy-set approach for European Union," Journal of Business Research, Elsevier, vol. 69(11), pages 5396-5400.
    27. Ramiz ur Rehman & Junrui Zhang & Muhammad Akram Naseem & Muhammad Ishfaq Ahmed & Rizwan Ali, 2021. "Board independence and Chinese banking efficiency: a moderating role of ownership restructuring," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(3), pages 517-536, September.
    28. García-Quevedo, José & Segarra-Blasco, Agustí & Teruel, Mercedes, 2018. "Financial constraints and the failure of innovation projects," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 127-140.
    29. Cohen, Wesley M & Klepper, Steven, 1996. "A Reprise of Size and R&D," Economic Journal, Royal Economic Society, vol. 106(437), pages 925-951, July.
    30. Kerr, William R. & Nanda, Ramana, 2009. "Democratizing entry: Banking deregulations, financing constraints, and entrepreneurship," Journal of Financial Economics, Elsevier, vol. 94(1), pages 124-149, October.
    31. Christopher F. Baum & Hans Lööf & Pardis Nabavi & Andreas Stephan, 2017. "A new approach to estimation of the R&D–innovation–productivity relationship," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(1-2), pages 121-133, February.
    32. Dai, Xiaoyong & Sun, Zao, 2021. "Does firm innovation improve aggregate industry productivity? Evidence from Chinese manufacturing firms," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 1-9.
    33. Hung-jen Wang & Peter Schmidt, 2002. "One-Step and Two-Step Estimation of the Effects of Exogenous Variables on Technical Efficiency Levels," Journal of Productivity Analysis, Springer, vol. 18(2), pages 129-144, September.
    34. Ugur, Mehmet & Trushin, Eshref & Solomon, Edna & Guidi, Francesco, 2016. "R&D and productivity in OECD firms and industries: A hierarchical meta-regression analysis," Research Policy, Elsevier, vol. 45(10), pages 2069-2086.
    35. Francesco Manaresi & Nicola Pierri, 2017. "Credit Constraints and Firm Productivity: Evidence from Italy," Mo.Fi.R. Working Papers 137, Money and Finance Research group (Mo.Fi.R.) - Univ. Politecnica Marche - Dept. Economic and Social Sciences.
    36. Peters, Bettina & Lööf, Hans & Janz, Norbert, 2003. "Firm Level Innovation and Productivity: Is there a Common Story Across Countries?," ZEW Discussion Papers 03-26, ZEW - Leibniz Centre for European Economic Research.
    37. David Urbano & Claudia Alvarez, 2014. "Institutional dimensions and entrepreneurial activity: an international study," Small Business Economics, Springer, vol. 42(4), pages 703-716, April.
    38. Raquel Ortega-Argil�s & Mariacristina Piva & Marco Vivarelli, 2015. "The productivity impact of R&D investment: are high-tech sectors still ahead?," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 24(3), pages 204-222, April.
    39. Cette, Gilbert & Fernald, John & Mojon, Benoît, 2016. "The pre-Great Recession slowdown in productivity," European Economic Review, Elsevier, vol. 88(C), pages 3-20.
    40. repec:zbw:bofrdp:urn:nbn:fi:bof-201512141480 is not listed on IDEAS
    41. Leal-Rodríguez, Antonio Luis & Eldridge, Stephen & Roldán, José Luis & Leal-Millán, Antonio Genaro & Ortega-Gutiérrez, Jaime, 2015. "Organizational unlearning, innovation outcomes, and performance: The moderating effect of firm size," Journal of Business Research, Elsevier, vol. 68(4), pages 803-809.
    42. Nickell, Stephen & Nicolitsas, Daphne, 1999. "How does financial pressure affect firms?," European Economic Review, Elsevier, vol. 43(8), pages 1435-1456, August.
    43. Berger, Allen N. & Mester, Loretta J., 1997. "Inside the black box: What explains differences in the efficiencies of financial institutions?," Journal of Banking & Finance, Elsevier, vol. 21(7), pages 895-947, July.
    44. Agénor, Pierre-Richard & Pereira da Silva, Luiz, 2017. "Cyclically adjusted provisions and financial stability," Journal of Financial Stability, Elsevier, vol. 28(C), pages 143-162.
    45. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    46. 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.
    47. 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.
    48. Cowan, Kevin & Drexler, Alejandro & Yañez, Álvaro, 2015. "The effect of credit guarantees on credit availability and delinquency rates," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 98-110.
    49. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    50. 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.
    51. de Jong, Jeroen P.J. & Marsili, Orietta, 2006. "The fruit flies of innovations: A taxonomy of innovative small firms," Research Policy, Elsevier, vol. 35(2), pages 213-229, March.
    52. Koellinger, Philipp, 2008. "The relationship between technology, innovation, and firm performance--Empirical evidence from e-business in Europe," Research Policy, Elsevier, vol. 37(8), pages 1317-1328, September.
    53. Ada Leiponen, 2000. "Competencies, Innovation And Profitability Of Firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 9(1), pages 1-24.
    54. Baumann, Julian & Kritikos, Alexander S., 2016. "The link between R&D, innovation and productivity: Are micro firms different?," Research Policy, Elsevier, vol. 45(6), pages 1263-1274.
    55. Samir Srairi, 2010. "Cost and profit efficiency of conventional and Islamic banks in GCC countries," Journal of Productivity Analysis, Springer, vol. 34(1), pages 45-62, August.
    56. Tor Jakob Klette & Samuel Kortum, 2004. "Innovating Firms and Aggregate Innovation," Journal of Political Economy, University of Chicago Press, vol. 112(5), pages 986-1018, October.
    57. 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.
    58. George, Gerard & Zahra, Shaker A. & Wood, D. Jr., 2002. "The effects of business-university alliances on innovative output and financial performance: a study of publicly traded biotechnology companies," Journal of Business Venturing, Elsevier, vol. 17(6), pages 577-609, October.
    59. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    60. Goedhuys, Micheline & Veugelers, Reinhilde, 2012. "Innovation strategies, process and product innovations and growth: Firm-level evidence from Brazil," Structural Change and Economic Dynamics, Elsevier, vol. 23(4), pages 516-529.
    61. Hanousek, Jan & Kočenda, Evžen & Shamshur, Anastasiya, 2015. "Corporate efficiency in Europe," Journal of Corporate Finance, Elsevier, vol. 32(C), pages 24-40.
    62. 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.
    63. Lien, Gudbrand & Kumbhakar, Subal C. & Alem, Habtamu, 2018. "Endogeneity, heterogeneity, and determinants of inefficiency in Norwegian crop-producing farms," International Journal of Production Economics, Elsevier, vol. 201(C), pages 53-61.
    64. Ornella Wanda Maietta & Vania Sena, 2010. "Financial Constraints And Technical Efficiency: Some Empirical Evidence For Italian Producers' Cooperatives," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 81(1), pages 21-38, March.
    65. Karlsson, Charlie & Olsson, Ola, 1998. "Product Innovation in Small and Large Enterprises," Small Business Economics, Springer, vol. 10(1), pages 31-46, February.
    66. Hans Loof & Almas Heshmati, 2006. "On the relationship between innovation and performance: A sensitivity analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(4-5), pages 317-344.
    67. Willam Greene, 2005. "Fixed and Random Effects in Stochastic Frontier Models," Journal of Productivity Analysis, Springer, vol. 23(1), pages 7-32, January.
    68. Koellinger, Ph.D., 2008. "The Relationship between Technology, Innovation, and Firm Performance: Empirical Evidence on E-Business in Europe," ERIM Report Series Research in Management ERS-2008-031-ORG, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    69. repec:zbw:bofrdp:2015_028 is not listed on IDEAS
    70. Pigini, Claudia & Presbitero, Andrea F. & Zazzaro, Alberto, 2016. "State dependence in access to credit," Journal of Financial Stability, Elsevier, vol. 27(C), pages 17-34.
    71. Castellani, Davide & Piva, Mariacristina & Schubert, Torben & Vivarelli, Marco, 2019. "R&D and productivity in the US and the EU: Sectoral specificities and differences in the crisis," Technological Forecasting and Social Change, Elsevier, vol. 138(C), pages 279-291.
    72. Carbo-Valverde, Santiago & Degryse, Hans & Rodríguez-Fernández, Francisco, 2015. "The impact of securitization on credit rationing: Empirical evidence," Journal of Financial Stability, Elsevier, vol. 20(C), pages 36-50.
    73. Era Dabla-Norris & Erasmus K. Kersting & Geneviève Verdier, 2012. "Firm Productivity, Innovation, and Financial Development," Southern Economic Journal, John Wiley & Sons, vol. 79(2), pages 422-449, October.
    74. 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.
    75. 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.
    76. William R. Kerr & Ramana Nanda, 2009. "Financing Constraints and Entrepreneurship," Harvard Business School Working Papers 10-013, Harvard Business School.
    77. Vander Vennet, Rudi, 2002. "Cost and Profit Efficiency of Financial Conglomerates and Universal Banks in Europe," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 34(1), pages 254-282, February.
    78. Nickell, Stephen J, 1996. "Competition and Corporate Performance," Journal of Political Economy, University of Chicago Press, vol. 104(4), pages 724-746, August.
    79. Shao, Benjamin B.M. & Lin, Winston T., 2016. "Assessing output performance of information technology service industries: Productivity, innovation and catch-up," International Journal of Production Economics, Elsevier, vol. 172(C), pages 43-53.
    80. 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.
    81. Laforet, Sylvie, 2013. "Organizational innovation outcomes in SMEs: Effects of age, size, and sector," Journal of World Business, Elsevier, vol. 48(4), pages 490-502.
    82. Martin Falk & Eva Hagsten, 2021. "Innovation intensity and skills in firms across five European countries," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(3), pages 371-394, September.
    83. Timothy J. Coelli & D.S. Prasada Rao & Christopher J. O’Donnell & George E. Battese, 2005. "An Introduction to Efficiency and Productivity Analysis," Springer Books, Springer, edition 0, number 978-0-387-25895-9, September.
    84. Sasidharan, Subash & Jijo Lukose, P.J. & Komera, Surenderrao, 2015. "Financing constraints and investments in R&D: Evidence from Indian manufacturing firms," The Quarterly Review of Economics and Finance, Elsevier, vol. 55(C), pages 28-39.
    85. Veronique Vermoesen & Marc Deloof & Eddy Laveren, 2013. "Long-term debt maturity and financing constraints of SMEs during the Global Financial Crisis," Small Business Economics, Springer, vol. 41(2), pages 433-448, August.
    86. Le, Son Anh & Walters, Bruce & Kroll, Mark, 2006. "The moderating effects of external monitors on the relationship between R&D spending and firm performance," Journal of Business Research, Elsevier, vol. 59(2), pages 278-287, February.
    87. Wang, Hung-Jen, 2003. "A Stochastic Frontier Analysis of Financing Constraints on Investment: The Case of Financial Liberalization in Taiwan," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(3), pages 406-419, July.
    88. Sena, Vania, 2006. "The determinants of firms' performance: Can finance constraints improve technical efficiency?," European Journal of Operational Research, Elsevier, vol. 172(1), pages 311-325, July.
    89. Zhang, Dongyang & Zheng, Wenping & Ning, Lutao, 2018. "Does innovation facilitate firm survival? Evidence from Chinese high-tech firms," Economic Modelling, Elsevier, vol. 75(C), pages 458-468.
    90. Elena Cefis & Matteo Ciccarelli, 2005. "Profit differentials and innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 14(1-2), pages 43-61.
    91. Almas Heshmati & Hyesung Kim, 2011. "The R&D and productivity relationship of Korean listed firms," Journal of Productivity Analysis, Springer, vol. 36(2), pages 125-142, October.
    92. 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.
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    More about this item

    Keywords

    Financial constraints; Innovation; Stochastic frontiers; High-tech industries; Low-tech sectors; Industry and services;
    All these keywords.

    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
    • L23 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Organization of Production
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

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