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Sector heterogeneity and dynamic effects of innovation subsidies: Evidence from Horizon 2020

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  • Mulier, Klaas
  • Samarin, Ilia

Abstract

We evaluate the effect of a pan-European innovation funding program on firm growth and innovative output. Using a difference-in-differences estimation on a sample of matched firms, we find that subsidized firms are able to invest more in tangible and intangible assets, achieve higher growth of turnover and employment, and file more patent applications. We then analyze the dynamic treatment effect and find that the effects of subsidization tend to get stronger over time. Moreover, our findings indicate that the effect of subsidization is highly heterogeneous across sectors with different R&D or knowledge intensity and level of competition. Finally, we explore some economic channels to explain how subsidies generate strong effects on firm performance. We show that subsidized firms are able to generate more internal financing and attract more long-term borrowing after receiving the subsidy, yet we find no evidence that subsidized firms are able to attract more external equity financing than similar unsubsidized firms.

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  • Mulier, Klaas & Samarin, Ilia, 2021. "Sector heterogeneity and dynamic effects of innovation subsidies: Evidence from Horizon 2020," Research Policy, Elsevier, vol. 50(10).
    • Handle: RePEc:eee:respol:v:50:y:2021:i:10:s004873332100144x
    DOI: 10.1016/j.respol.2021.104346
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    as
    1. Malerba, Franco, 2002. "Sectoral systems of innovation and production," Research Policy, Elsevier, vol. 31(2), pages 247-264, February.
    2. Albert N. Link & John T. Scott, 2013. "Governments as entrepreneur: Evaluating the commercialization success of SBIR projects," Chapters, in: Public Support of Innovation in Entrepreneurial Firms, chapter 2, pages 25-38, Edward Elgar Publishing.
    3. Philippe Aghion & Jing Cai & Mathias Dewatripont & Luosha Du & Ann Harrison & Patrick Legros, 2022. "Industrial Policy and Competition," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 15, pages 349-380, World Scientific Publishing Co. Pte. Ltd..
    4. 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.
    5. Raffaello Bronzini & Eleonora Iachini, 2014. "Are Incentives for R&D Effective? Evidence from a Regression Discontinuity Approach," American Economic Journal: Economic Policy, American Economic Association, vol. 6(4), pages 100-134, November.
    6. Charles Bérubé & Pierre Mohnen, 2009. "Are firms that receive R&D subsidies more innovative?," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 42(1), pages 206-225, February.
    7. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    8. Bodas Freitas, Isabel & Castellacci, Fulvio & Fontana, Roberto & Malerba, Franco & Vezzulli, Andrea, 2017. "Sectors and the additionality effects of R&D tax credits: A cross-country microeconometric analysis," Research Policy, Elsevier, vol. 46(1), pages 57-72.
    9. Im, Hyun Joong & Park, Young Joon & Shon, Janghoon, 2015. "Product market competition and the value of innovation: Evidence from US patent data," Economics Letters, Elsevier, vol. 137(C), pages 78-82.
    10. Pedro Bento, 2014. "Competition as a Discovery Procedure: Schumpeter Meets Hayek in a Model of Innovation," American Economic Journal: Macroeconomics, American Economic Association, vol. 6(3), pages 124-152, July.
    11. Castellacci, Fulvio & Lie, Christine Mee, 2015. "Do the effects of R&D tax credits vary across industries? A meta-regression analysis," Research Policy, Elsevier, vol. 44(4), pages 819-832.
    12. Chiara Criscuolo & Ralf Martin & Henry G. Overman & John Van Reenen, 2019. "Some Causal Effects of an Industrial Policy," American Economic Review, American Economic Association, vol. 109(1), pages 48-85, January.
    13. Bajgar, Matej & Berlingieri, Giuseppe & Calligaris, Sara & Criscuolo, Chiara & Timmis, Jonathan, 2019. "Industry concentration in Europe and North America," LSE Research Online Documents on Economics 103427, London School of Economics and Political Science, LSE Library.
    14. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    15. Juan A. Correa & Carmine Ornaghi, 2014. "Competition & Innovation: Evidence from U.S. Patent and Productivity Data," Journal of Industrial Economics, Wiley Blackwell, vol. 62(2), pages 258-285, June.
    16. 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).
    17. Johan Hombert & Adrien Matray, 2018. "Can Innovation Help U.S. Manufacturing Firms Escape Import Competition from China?," Journal of Finance, American Finance Association, vol. 73(5), pages 2003-2039, October.
    18. Kennedy, Peter E, 1981. "Estimation with Correctly Interpreted Dummy Variables in Semilogarithmic Equations [The Interpretation of Dummy Variables in Semilogarithmic Equations]," American Economic Review, American Economic Association, vol. 71(4), pages 801-801, September.
    19. Bajgar, Matej & Berlingieri, Giuseppe & Calligaris, Sara & Criscuolo, Chiara & Timmis, Jonathan, 2019. "Industry concentration in Europe and North America," LSE Research Online Documents on Economics 103427, London School of Economics and Political Science, LSE Library.
    20. Hünermund, Paul & Czarnitzki, Dirk, 2019. "Estimating the causal effect of R&D subsidies in a pan-European program," Research Policy, Elsevier, vol. 48(1), pages 115-124.
    21. Dirk Czarnitzki & Cindy Lopes-Bento, 2014. "Innovation Subsidies: Does the Funding Source Matter for Innovation Intensity and Performance? Empirical Evidence from Germany," Industry and Innovation, Taylor & Francis Journals, vol. 21(5), pages 380-409, July.
    22. Enrico Vanino & Stephen Roper & Bettina Becker, 2020. "Knowledge to Money: Assessing the Business Performance Effects of Publicly Funded R&D Grants," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 17(04), pages 20-24, January.
    23. Aguiar, Luis & Gagnepain, Philippe, 2017. "European cooperative R&D and firm performance: Evidence based on funding differences in key actions," International Journal of Industrial Organization, Elsevier, vol. 53(C), pages 1-31.
    24. Sterlacchini, Alessandro, 2008. "R&D, higher education and regional growth: Uneven linkages among European regions," Research Policy, Elsevier, vol. 37(6-7), pages 1096-1107, July.
    25. Wakelin, Katharine, 2001. "Productivity growth and R&D expenditure in UK manufacturing firms," Research Policy, Elsevier, vol. 30(7), pages 1079-1090, August.
    26. Breschi, Stefano & Malerba, Franco & Orsenigo, Luigi, 2000. "Technological Regimes and Schumpeterian Patterns of Innovation," Economic Journal, Royal Economic Society, vol. 110(463), pages 388-410, April.
    27. Bronzini, Raffaello & Piselli, Paolo, 2016. "The impact of R&D subsidies on firm innovation," Research Policy, Elsevier, vol. 45(2), pages 442-457.
    28. Huergo, Elena & Moreno, Lourdes, 2017. "Subsidies or loans? Evaluating the impact of R&D support programmes," Research Policy, Elsevier, vol. 46(7), pages 1198-1214.
    29. Sabrina T. Howell, 2017. "Financing Innovation: Evidence from R&D Grants," American Economic Review, American Economic Association, vol. 107(4), pages 1136-1164, April.
    30. Beom Cheol Cin & Young Jun Kim & Nicholas S. Vonortas, 2017. "The impact of public R&D subsidy on small firm productivity: evidence from Korean SMEs," Small Business Economics, Springer, vol. 48(2), pages 345-360, February.
    31. Greenhalgh, Christine & Rogers, Mark, 2006. "The value of innovation: The interaction of competition, R&D and IP," Research Policy, Elsevier, vol. 35(4), pages 562-580, May.
    32. Schepens, Glenn, 2016. "Taxes and bank capital structure," Journal of Financial Economics, Elsevier, vol. 120(3), pages 585-600.
    33. Coad, Alex & Rao, Rekha, 2008. "Innovation and firm growth in high-tech sectors: A quantile regression approach," Research Policy, Elsevier, vol. 37(4), pages 633-648, May.
    34. Pierfederico Asdrubali & Simone Signore, 2015. "The Economic Impact of EU Guarantees on Credit to SMEs Evidence from CESEE Countries," European Economy - Discussion Papers 002, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    35. Simona Mateut, 2018. "Subsidies, financial constraints and firm innovative activities in emerging economies," Small Business Economics, Springer, vol. 50(1), pages 131-162, January.
    36. Pietro Santoleri & Andrea Mina & Alberto Di Minin & Irene Martelli, 2024. "The Causal Effects of R&D Grants: Evidence from a Regression Discontinuity," The Review of Economics and Statistics, MIT Press, vol. 106(6), pages 1495-1510, November.
    37. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    38. Carlo Altomonte & Simona Gamba & Maria Luisa Mancusi & Andrea Vezzulli, 2016. "R&D investments, financing constraints, exporting and productivity," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(3), pages 283-303, April.
    39. Meuleman, Miguel & De Maeseneire, Wouter, 2012. "Do R&D subsidies affect SMEs’ access to external financing?," Research Policy, Elsevier, vol. 41(3), pages 580-591.
    40. Coad, Alex, 2019. "Persistent heterogeneity of R&D intensities within sectors: Evidence and policy implications," Research Policy, Elsevier, vol. 48(1), pages 37-50.
    41. Marianna Succurro & Giuseppina Costanzo, 2016. "Finance and R&D Investment: A Panel Study of Italian Manufacturing Firms," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 8(8), pages 1-95, August.
    42. Syoum Negassi & Stephane Lhuillery & Jean-François Sattin & Tsu-Yi Hung & Florent Pratlong, 2019. "Does the relationship between innovation and competition vary across industries? Comparison of public and private research enterprises," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(5), pages 465-482, July.
    43. Halvorsen, Robert & Palmquist, Raymond, 1980. "The Interpretation of Dummy Variables in Semilogarithmic Equations," American Economic Review, American Economic Association, vol. 70(3), pages 474-475, June.
    44. Elias Einiö, 2014. "R&D Subsidies and Company Performance: Evidence from Geographic Variation in Government Funding Based on the ERDF Population-Density Rule," The Review of Economics and Statistics, MIT Press, vol. 96(4), pages 710-728, October.
    45. Fernando Galindo-Rueda & Fabien Verger, 2016. "OECD Taxonomy of Economic Activities Based on R&D Intensity," OECD Science, Technology and Industry Working Papers 2016/4, OECD Publishing.
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    3. Helena Lenihan & Kevin Mulligan & Justin Doran & Christian Rammer & Olubunmi Ipinnaiye, 2024. "R&D grants and R&D tax credits to foreign-owned subsidiaries: Does supporting multinational enterprises’ R&D pay off in terms of firm performance improvements for the host economy?," The Journal of Technology Transfer, Springer, vol. 49(2), pages 740-781, April.
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    5. Shuai Wang & Fayyaz Ahmad & Yanlong Li & Nabila Abid & Abbas Ali Chandio & Abdul Rehman, 2022. "The Impact of Industrial Subsidies and Enterprise Innovation on Enterprise Performance: Evidence from Listed Chinese Manufacturing Companies," Sustainability, MDPI, vol. 14(8), pages 1-17, April.
    6. Jiang, Zihao & Shi, Jiarong, 2023. "Government intervention and technological innovation in the wind power industry in China: The role of industrial environmental turbulence," Applied Energy, Elsevier, vol. 344(C).
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    More about this item

    Keywords

    Subsidies; Innovation; Policy evaluation; Difference-in-difference estimation; Sectors;
    All these keywords.

    JEL classification:

    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms

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