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How the EU Cohesion Policy targeted at R&D and innovation impacts the productivity, employment and exports of SMEs in Estonia

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  • Ferraro, Simona
  • Männasoo, Kadri
  • Tasane, Helery

Abstract

The aim of this empirical investigation is to assess how the support targeted at R&D and innovation in the European Union Cohesion Policy Programme 2014–2020 affects the labour productivity, employment and exports of small and medium-sized companies. We estimate the treatment effects of two R&D financial support activities using a semiparametric efficient estimator with over-identified moment conditions and inverse probability weighting. The impact assessment uses population data on small and medium-sized enterprises in Estonia, the European Union member state that benefits most per capita from Cohesion Fund allocations. We found that support for R&D and innovation from the Cohesion Policy had a positive short-term effect on labour productivity and employment over the estimation period 2014–2018, and that the size and robustness of the effect were strongest for labour productivity. The short-term effect on exporting was ambiguous.

Suggested Citation

  • Ferraro, Simona & Männasoo, Kadri & Tasane, Helery, 2023. "How the EU Cohesion Policy targeted at R&D and innovation impacts the productivity, employment and exports of SMEs in Estonia," Evaluation and Program Planning, Elsevier, vol. 97(C).
  • Handle: RePEc:eee:epplan:v:97:y:2023:i:c:s0149718922001756
    DOI: 10.1016/j.evalprogplan.2022.102221
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    1. Czarnitzki, Dirk & Lopes-Bento, Cindy, 2013. "Value for money? New microeconometric evidence on public R&D grants in Flanders," Research Policy, Elsevier, vol. 42(1), pages 76-89.
    2. Holger Görg & Michael Henry & Eric Strobl, 2008. "Grant Support and Exporting Activity," The Review of Economics and Statistics, MIT Press, vol. 90(1), pages 168-174, February.
    3. Chaney, Thomas & Ossa, Ralph, 2013. "Market size, division of labor, and firm productivity," Journal of International Economics, Elsevier, vol. 90(1), pages 177-180.
    4. Matias D. Cattaneo & David M. Drukker & Ashley D. Holland, 2013. "Estimation of multivalued treatment effects under conditional independence," Stata Journal, StataCorp LP, vol. 13(3), pages 407-450, September.
    5. Pelucha, Martin & Kveton, Viktor & Potluka, Oto, 2019. "Using mixed method approach in measuring effects of training in firms: Case study of the European Social Fund support," Evaluation and Program Planning, Elsevier, vol. 73(C), pages 146-155.
    6. Cattaneo, Matias D., 2010. "Efficient semiparametric estimation of multi-valued treatment effects under ignorability," Journal of Econometrics, Elsevier, vol. 155(2), pages 138-154, April.
    7. Jaan Masso & Priit Vahter, 2019. "Knowledge Transfer from Multinationals through Labour Mobility: Are There Effects on Productivity, Product Sophistication and Exporting?," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(12), pages 2774-2795, September.
    8. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    9. Dirk Czarnitzki, 2006. "Research And Development In Small And Medium‐Sized Enterprises: The Role Of Financial Constraints And Public Funding," Scottish Journal of Political Economy, Scottish Economic Society, vol. 53(3), pages 335-357, July.
    10. Stefano Costa & Carmine Pappalardo & Claudio Vicarelli, 2017. "Internationalization choices and Italian firm performance during the crisis," Small Business Economics, Springer, vol. 48(3), pages 753-769, March.
    11. Sjef Ederveen & Henri L.F. de Groot & Richard Nahuis, 2006. "Fertile Soil for Structural Funds?A Panel Data Analysis of the Conditional Effectiveness of European Cohesion Policy," Kyklos, Wiley Blackwell, vol. 59(1), pages 17-42, February.
    12. John Bachtler & Carlos Mendez & Hildegard Oraže, 2014. "From Conditionality to Europeanization in Central and Eastern Europe: Administrative Performance and Capacity in Cohesion Policy," European Planning Studies, Taylor & Francis Journals, vol. 22(4), pages 735-757, April.
    13. Thomas Farole & Andrés Rodríguez‐Pose & Michael Storper, 2011. "Cohesion Policy in the European Union: Growth, Geography, Institutions," Journal of Common Market Studies, Wiley Blackwell, vol. 49(5), pages 1089-1111, September.
    14. Hugo Pinto & Manuel Fernandez-Esquinas & Elvira Uyarra, 2015. "Universities and Knowledge-Intensive Business Services (KIBS) as Sources of Knowledge for Innovative Firms in Peripheral Regions," Regional Studies, Taylor & Francis Journals, vol. 49(11), pages 1873-1891, November.
    15. Czarnitzki, Dirk & Lopes Bento, Cindy & Doherr, Thorsten, 2011. "Counterfactual impact evaluation of cohesion policy. Work package 2: Examples from support to innovation and research. Final report," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 110541.
    16. Becker, Sascha O. & Egger, Peter H. & von Ehrlich, Maximilian, 2010. "Going NUTS: The effect of EU Structural Funds on regional performance," Journal of Public Economics, Elsevier, vol. 94(9-10), pages 578-590, October.
    17. Loredana Fattorini & Mahdi Ghodsi & Armando Rungi, 2020. "Cohesion Policy Meets Heterogeneous Firms," Journal of Common Market Studies, Wiley Blackwell, vol. 58(4), pages 803-817, July.
    18. Aadne Cappelen & Fulvio Castellacci & Jan Fagerberg & Bart Verspagen, 2003. "The Impact of EU Regional Support on Growth and Convergence in the European Union," Journal of Common Market Studies, Wiley Blackwell, vol. 41(4), pages 621-644, September.
    19. Sandy Dall'erba & Julie Le Gallo, 2008. "Regional convergence and the impact of European structural funds over 1989–1999: A spatial econometric analysis," Papers in Regional Science, Wiley Blackwell, vol. 87(2), pages 219-244, June.
    20. Barbara Dettori & Emanuela Marrocu & Raffaele Paci, 2012. "Total Factor Productivity, Intangible Assets and Spatial Dependence in the European Regions," Regional Studies, Taylor & Francis Journals, vol. 46(10), pages 1401-1416, November.
    21. Tobias Hagen & Philipp Mohl, 2011. "Econometric Evaluation of EU Cohesion Policy: A Survey," Chapters, in: Miroslav N. Jovanović (ed.), International Handbook on the Economics of Integration, Volume III, chapter 16, Edward Elgar Publishing.
    22. Esteban Lafuente & Zoltan J. Acs & Mark Sanders & László Szerb, 2020. "The global technology frontier: productivity growth and the relevance of Kirznerian and Schumpeterian entrepreneurship," Small Business Economics, Springer, vol. 55(1), pages 153-178, June.
    23. Matias D. Cattaneo, 2010. "multi-valued treatment effects," The New Palgrave Dictionary of Economics,, Palgrave Macmillan.
    24. Stame, Nicoletta, 1999. "Small and medium enterprise aid programs: intangible effects and evaluation practice," Evaluation and Program Planning, Elsevier, vol. 22(1), pages 105-111.
    25. Bronzini, Raffaello & Piselli, Paolo, 2016. "The impact of R&D subsidies on firm innovation," Research Policy, Elsevier, vol. 45(2), pages 442-457.
    26. James Foreman-Peck, 2013. "Effectiveness and efficiency of SME innovation policy," Small Business Economics, Springer, vol. 41(1), pages 55-70, June.
    27. 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.
    28. Rodil, Óscar & Vence, Xavier & Sánchez, María del Carmen, 2016. "The relationship between innovation and export behaviour: The case of Galician firms," Technological Forecasting and Social Change, Elsevier, vol. 113(PB), pages 248-265.
    29. 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.
    30. Roberto Esposti & Stefania Bussoletti, 2008. "Impact of Objective 1 Funds on Regional Growth Convergence in the European Union: A Panel-data Approach," Regional Studies, Taylor & Francis Journals, vol. 42(2), pages 159-173.
    31. Wooldridge, Jeffrey M., 2007. "Inverse probability weighted estimation for general missing data problems," Journal of Econometrics, Elsevier, vol. 141(2), pages 1281-1301, December.
    32. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    33. 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.
    34. Colombo, Massimo G. & Grilli, Luca & Murtinu, Samuele, 2011. "R&D subsidies and the performance of high-tech start-ups," Economics Letters, Elsevier, vol. 112(1), pages 97-99, July.
    35. Ramajo, Julián & Márquez, Miguel A. & Hewings, Geoffrey J.D. & Salinas, María M., 2008. "Spatial heterogeneity and interregional spillovers in the European Union: Do cohesion policies encourage convergence across regions?," European Economic Review, Elsevier, vol. 52(3), pages 551-567, April.
    36. Fabling, Richard & Sanderson, Lynda, 2013. "Exporting and firm performance: Market entry, investment and expansion," Journal of International Economics, Elsevier, vol. 89(2), pages 422-431.
    37. Sascha O. Becker & Peter H. Egger & Maximilian von Ehrlich, 2013. "Absorptive Capacity and the Growth and Investment Effects of Regional Transfers: A Regression Discontinuity Design with Heterogeneous Treatment Effects," American Economic Journal: Economic Policy, American Economic Association, vol. 5(4), pages 29-77, November.
    38. Männasoo, Kadri & Meriküll, Jaanika, 2020. "Credit constraints and R&D over the boom and bust: Firm-level evidence from Central and Eastern Europe," Economic Systems, Elsevier, vol. 44(2).
    39. Chang-Yang Lee & Jaesun Noh, 2009. "The relationship between R&D concentration and industry R&D intensity: a simple model and some evidence," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 18(4), pages 353-368.
    40. Thomas Chaney & Ralph Ossa, 2013. "Market Size, Division of Labor, and Firm Productivity," Post-Print hal-03579667, HAL.
    41. repec:hal:spmain:info:hdl:2441/312fvs95ub8ct80ng4em8fjifb is not listed on IDEAS
    42. Heli Koski & Mika Pajarinen, 2013. "The role of business subsidies in job creation of start-ups, gazelles and incumbents," Small Business Economics, Springer, vol. 41(1), pages 195-214, June.
    43. Kenneth Arrow, 1962. "Economic Welfare and the Allocation of Resources for Invention," NBER Chapters, in: The Rate and Direction of Inventive Activity: Economic and Social Factors, pages 609-626, National Bureau of Economic Research, Inc.
    44. Julia Bachtrögler & Ugo Fratesi & Giovanni Perucca, 2020. "The influence of the local context on the implementation and impact of EU Cohesion Policy," Regional Studies, Taylor & Francis Journals, vol. 54(1), pages 21-34, January.
    45. Aerts, Kris & Schmidt, Tobias, 2008. "Two for the price of one?: Additionality effects of R&D subsidies: A comparison between Flanders and Germany," Research Policy, Elsevier, vol. 37(5), pages 806-822, June.
    46. Andres RodrIguez-Pose & Ugo Fratesi†, 2004. "Between Development and Social Policies: The Impact of European Structural Funds in Objective 1 Regions," Regional Studies, Taylor & Francis Journals, vol. 38(1), pages 97-113.
    47. Srhoj, Stjepan & Walde, Janette, 2020. "Getting ready for EU Single Market: The effect of export-oriented grant schemes on firm performance," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 279-293.
    48. Billor, Nedret & Hadi, Ali S. & Velleman, Paul F., 2000. "BACON: blocked adaptive computationally efficient outlier nominators," Computational Statistics & Data Analysis, Elsevier, vol. 34(3), pages 279-298, September.
    49. Bee Yan Aw & Mark J. Roberts & Daniel Yi Xu, 2008. "R&D Investments, Exporting, and the Evolution of Firm Productivity," American Economic Review, American Economic Association, vol. 98(2), pages 451-456, May.
    50. Anders Gustafsson & Patrik Gustavsson Tingvall & Daniel Halvarsson, 2020. "Subsidy Entrepreneurs: an Inquiry into Firms Seeking Public Grants," Journal of Industry, Competition and Trade, Springer, vol. 20(3), pages 439-478, September.
    51. Dimos, Christos & Pugh, Geoff, 2016. "The effectiveness of R&D subsidies: A meta-regression analysis of the evaluation literature," Research Policy, Elsevier, vol. 45(4), pages 797-815.
    52. Sandy Dall'Erba & Fang Fang, 2017. "Meta-analysis of the impact of European Union Structural Funds on regional growth," Regional Studies, Taylor & Francis Journals, vol. 51(6), pages 822-832, June.
    53. Thomas Chaney & Ralph Ossa, 2013. "Market Size, Division of Labor, and Firm Productivity," SciencePo Working papers Main hal-03579667, HAL.
    54. Aadne Cappelen & Fulvio Castellacci & Jan Fagerberg & Bart Verspagen, 2003. "The Impact of EU Regional Support on Growth and Convergence in the European Union," Journal of Common Market Studies, Wiley Blackwell, vol. 41(4), pages 621-644, September.
    55. Mark Freel & Rebecca Liu & Christian Rammer, 2019. "The export additionality of innovation policy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(5), pages 1257-1277.
    56. Zoltan Acs & David Audretsch, 1990. "Innovation and Small Firms," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011131, December.
    57. García-Quevedo, José & Pellegrino, Gabriele & Vivarelli, Marco, 2014. "R&D drivers and age: Are young firms different?," Research Policy, Elsevier, vol. 43(9), pages 1544-1556.
    58. Liu, Rebecca & Rammer, Christian, 2016. "The contribution of different public innovation funding programs to SMEs' export performance," ZEW Discussion Papers 16-078, ZEW - Leibniz Centre for European Economic Research.
    59. Hottenrott, Hanna & Lopes-Bento, Cindy & Veugelers, Reinhilde, 2017. "Direct and cross scheme effects in a research and development," Research Policy, Elsevier, vol. 46(6), pages 1118-1132.
    60. Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881.
    61. Thomas Chaney & Ralph Ossa, 2013. "Market Size, Division of Labor, and Firm Productivity," SciencePo Working papers hal-03579667, HAL.
    62. Pla-Barber, José & Alegre, Joaquín, 2007. "Analysing the link between export intensity, innovation and firm size in a science-based industry," International Business Review, Elsevier, vol. 16(3), pages 275-293, June.
    63. 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.
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    More about this item

    Keywords

    Cohesion Policy evaluation; R&D; Innovation; Small and medium-sized enterprises; Productivity; Employment and job creation; Exporting; Estonia;
    All these keywords.

    JEL classification:

    • C54 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Quantitative Policy Modeling
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • R58 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Regional Government Analysis - - - Regional Development Planning and Policy

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