IDEAS home Printed from https://ideas.repec.org/a/eee/streco/v40y2017icp37-45.html
   My bibliography  Save this article

Looking beyond the R&D effects on innovation: The contribution of non-R&D activities to total factor productivity growth in the EU

Author

Listed:
  • Lopez-Rodriguez, Jesus
  • Martinez-Lopez, Diego

Abstract

Non-R&D innovation activities account for a significant portion of innovation efforts carried out across very heterogeneous economies in Europe. However, to incorporate them into economic models is not always straightforward. Moreover, relying only on R&D data does not capture well innovation in the services sector. To counter these problems, this paper builds an augmented macro-theoretical growth model where, besides R&D, non-R&D innovation activities play a key role as main drivers of TFP. The model is estimated for a sample of EU-26 countries over the period 2004–2008, showing that the distinction between R&D and non-R&D innovation activities is significant for a number of different issues. First, we find both R&D and non-R&D to be statistically significant and economic important in technological catch-up. Second, there is a differential sizable impact of R&D and non-R&D; the impact of R&D on TFP growth is found to be twice as big as that of non-R&D. And third, the two types of innovation cannot strictly been seen as complementary, at least for the case of countries with high R&D intensities or high non-R&D intensities.

Suggested Citation

  • Lopez-Rodriguez, Jesus & Martinez-Lopez, Diego, 2017. "Looking beyond the R&D effects on innovation: The contribution of non-R&D activities to total factor productivity growth in the EU," Structural Change and Economic Dynamics, Elsevier, vol. 40(C), pages 37-45.
  • Handle: RePEc:eee:streco:v:40:y:2017:i:c:p:37-45
    DOI: 10.1016/j.strueco.2016.11.002
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0954349X16301370
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.strueco.2016.11.002?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Rachel Griffith & Stephen Redding & John Van Reenen, 2004. "Mapping the Two Faces of R&D: Productivity Growth in a Panel of OECD Industries," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 883-895, November.
    2. Crepon, B. & Duguet, E. & Mairesse, J., 1998. "Research Investment, Innovation and Productivity: An Econometric Analysis at the Firm Level," Papiers d'Economie Mathématique et Applications 98.15, Université Panthéon-Sorbonne (Paris 1).
    3. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    4. Gene M. Grossman & Elhanan Helpman, 1994. "Endogenous Innovation in the Theory of Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 23-44, Winter.
    5. László Halpern & Balázs Muraközy, 2012. "Innovation, productivity and exports: the case of Hungary," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 21(2), pages 151-173, January.
    6. L. Nascia & G. Perani, 2002. "Diversity of Innovation in Europe," International Review of Applied Economics, Taylor & Francis Journals, vol. 16(3), pages 277-293.
    7. Martínez, Diego & Rodríguez, Jesús & Torres, José L., 2010. "ICT-specific technological change and productivity growth in the US: 1980-2004," Information Economics and Policy, Elsevier, vol. 22(2), pages 121-129, May.
    8. Veugelers, Reinhilde & Cassiman, Bruno, 1999. "Make and buy in innovation strategies: evidence from Belgian manufacturing firms," Research Policy, Elsevier, vol. 28(1), pages 63-80, January.
    9. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    10. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    11. Martínez, Diego & Rodríguez, Jesús & Torres, José L., 2008. "The productivity paradox and the new economy: The Spanish case," Journal of Macroeconomics, Elsevier, vol. 30(4), pages 1569-1586, December.
    12. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    13. A. Varga, 2006. "Spatial Knowledge Spillovers and University Research: Evidence from Austria," Springer Books, in: Innovation, Networks, and Knowledge Spillovers, chapter 10, pages 211-232, Springer.
    14. Redding, Stephen & Schott, Peter K., 2003. "Distance, skill deepening and development: will peripheral countries ever get rich?," Journal of Development Economics, Elsevier, vol. 72(2), pages 515-541, December.
    15. Raquel Ortega-Argilés & Lesley Potters & Marco Vivarelli, 2011. "R&D and productivity: testing sectoral peculiarities using micro data," Empirical Economics, Springer, vol. 41(3), pages 817-839, December.
    16. Branstetter, Lee G., 2001. "Are knowledge spillovers international or intranational in scope?: Microeconometric evidence from the U.S. and Japan," Journal of International Economics, Elsevier, vol. 53(1), pages 53-79, February.
    17. Rachel Griffith & Elena Huergo & Jacques Mairesse & Bettina Peters, 2006. "Innovation and Productivity Across Four European Countries," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 22(4), pages 483-498, Winter.
    18. 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.
    19. Wooldridge, Jeffrey M., 1995. "Selection corrections for panel data models under conditional mean independence assumptions," Journal of Econometrics, Elsevier, vol. 68(1), pages 115-132, July.
    20. Grimpe, Christoph & Sofka, Wolfgang, 2009. "Search patterns and absorptive capacity: Low- and high-technology sectors in European countries," Research Policy, Elsevier, vol. 38(3), pages 495-506, April.
    21. Jaan Masso & Priit Vahter, 2008. "Technological innovation and productivity in late-transition Estonia: econometric evidence from innovation surveys," The European Journal of Development Research, Taylor and Francis Journals, vol. 20(2), pages 240-261.
    22. Conte, Andrea & Vivarelli, Marco, 2005. "One or Many Knowledge Production Functions? Mapping Innovative Activity Using Microdata," IZA Discussion Papers 1878, Institute of Labor Economics (IZA).
    23. T. W. Swan, 1956. "ECONOMIC GROWTH and CAPITAL ACCUMULATION," The Economic Record, The Economic Society of Australia, vol. 32(2), pages 334-361, November.
    24. Jacques Mairesse & Mohamed Sassenou, 1991. "R&D Productivity: A Survey of Econometric Studies at the Firm Level," NBER Working Papers 3666, National Bureau of Economic Research, Inc.
    25. Evangelista, Rinaldo & Lucchese, Matteo & Meliciani, Valentina, 2013. "Business services, innovation and sectoral growth," Structural Change and Economic Dynamics, Elsevier, vol. 25(C), pages 119-132.
    26. Christian Rammer & Dirk Czarnitzki & Alfred Spielkamp, 2009. "Innovation success of non-R&D-performers: substituting technology by management in SMEs," Small Business Economics, Springer, vol. 33(1), pages 35-58, June.
    27. Kancs, d’Artis & Siliverstovs, Boriss, 2016. "R&D and non-linear productivity growth," Research Policy, Elsevier, vol. 45(3), pages 634-646.
    28. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    29. Loof, Hans & Heshmati, Almas, 2002. "Knowledge capital and performance heterogeneity: : A firm-level innovation study," International Journal of Production Economics, Elsevier, vol. 76(1), pages 61-85, March.
    30. Bart Los & Bart Verspagen, 2000. "R&D spillovers and productivity: Evidence from U.S. manufacturing microdata," Empirical Economics, Springer, vol. 25(1), pages 127-148.
    31. Rinaldo Evangelista & Simona Iammarino & Valeria Mastrostefano & Alberto Silvani, 2002. "Looking for Regional Systems of Innovation: Evidence from the Italian Innovation Survey," Regional Studies, Taylor & Francis Journals, vol. 36(2), pages 173-186.
    32. Bruno Crepon & Emmanuel Duguet & Jacques Mairesse, 1998. "Research, Innovation And Productivity: An Econometric Analysis At The Firm Level," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 7(2), pages 115-158.
    33. repec:lic:licosd:32112 is not listed on IDEAS
    34. Oliver Som, 2012. "Innovation without R&D," Springer Books, Springer, number 978-3-8349-3492-5, February.
    35. Carol Robbins, 2006. "The Impact of Gravity-Weighted Knowledge Spillovers on Productivity in Manufacturing," The Journal of Technology Transfer, Springer, vol. 31(1), pages 45-60, January.
    36. Lopez-Rodriguez, Jesus & Martinez-Lopez, Diego, 2017. "Looking beyond the R&D effects on innovation: The contribution of non-R&D activities to total factor productivity growth in the EU," Structural Change and Economic Dynamics, Elsevier, vol. 40(C), pages 37-45.
    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. Jesus Lopez-Rodriguez & J. Andres Faina & Jose Lopez-Rodriguez, 2007. "Human Capital Accumulation and Geography: Empirical Evidence from the European Union," Regional Studies, Taylor & Francis Journals, vol. 41(2), pages 217-234.
    39. Hashi, Iraj & Stojčić, Nebojša, 2013. "The impact of innovation activities on firm performance using a multi-stage model: Evidence from the Community Innovation Survey 4," Research Policy, Elsevier, vol. 42(2), pages 353-366.
    40. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    41. Attila Varga & Dimitrios Pontikakis & George Chorafakis, 2014. "Metropolitan Edison and cosmopolitan Pasteur? Agglomeration and interregional research network effects on European R&D productivity," Journal of Economic Geography, Oxford University Press, vol. 14(2), pages 229-263.
    42. Philippe Aghion & Peter Howitt, 2007. "Capital, innovation, and growth accounting," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 23(1), pages 79-93, Spring.
    43. Rinaldo Evangelista & Giorgio Sirilli, 1995. "Measuring innovation in services," Research Evaluation, Oxford University Press, vol. 5(3), pages 207-215, December.
    44. Kim,Linsu & Nelson,Richard R. (ed.), 2000. "Technology, Learning, and Innovation," Cambridge Books, Cambridge University Press, number 9780521770033, October.
    45. Philippe Aghion & Peter Howitt, 1997. "Endogenous Growth Theory," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011662, April.
    46. Ganna Vakhitova & Tetyana Pavlenko, 2010. "Innovation and Productivity: a Firm Level Study of Ukrainian Manufacturing Sector," Discussion Papers 27, Kyiv School of Economics.
    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. Roberts Skapars & Sandra Jekabsone & Janis Priede & Irina Skribane, 2017. "Productivity and its Impact on the Competitiveness of Latvia," European Research Studies Journal, European Research Studies Journal, vol. 0(3A), pages 920-930.
    2. Lopez-Rodriguez, Jesus & Martinez-Lopez, Diego, 2017. "Looking beyond the R&D effects on innovation: The contribution of non-R&D activities to total factor productivity growth in the EU," Structural Change and Economic Dynamics, Elsevier, vol. 40(C), pages 37-45.
    3. Zhang, Yijun & Li, Xiaoping & Song, Yi & Jiang, Feitao, 2021. "Can green industrial policy improve total factor productivity? Firm-level evidence from China," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 51-62.
    4. Smol, Marzena & Kulczycka, Joanna, 2019. "Towards innovations development in the European raw material sector by evolution of the knowledge triangle," Resources Policy, Elsevier, vol. 62(C), pages 453-462.
    5. Luo, Gongli & Wang, Xiaotong, 2023. "Spatial association network structure of eco-efficiency and its influencing factors: Evidence from the Beijing-Tianjin-Hebei region in China," Ecological Modelling, Elsevier, vol. 475(C).
    6. Lindner, Attila & Murakozy, Balazs & Reizer, Balazs & Schreiner, Ragnhild, 2022. "Firm-level Technological Change and Skill Demand," CEPR Discussion Papers 17421, C.E.P.R. Discussion Papers.
    7. Sang-Do Park, 2018. "The Nexus of FDI, R&D, and Human Capital on Chinese Sustainable Development: Evidence from a Two-Step Approach," Sustainability, MDPI, vol. 10(6), pages 1-23, June.
    8. Thomä, Jörg & Zimmermann, Volker, 2019. "Non-R&D, interactive learning and economic performance: Revisiting innovation in small and medium enterprises," ifh Working Papers 17/2019, Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh).
    9. Matias Braun & Luis Felipe Cespedes & Sebastian Bustos, 2021. "Innovation Strategy and Economic Development," Working Papers wp522, University of Chile, Department of Economics.
    10. Zhong Xie & Guixue Zang & Feifei Wu, 2019. "On the Relationship between Innovation Activity and Manufacturing Upgrading of Emerging Countries: Evidence from China," Sustainability, MDPI, vol. 11(5), pages 1-19, March.
    11. Lu, Xiaowei & Wang, Jiexiang, 2024. "Is innovation strategy a catalyst to solve social problems? The impact of R&D and non-R&D innovation strategies on the performance of social innovation-oriented firms," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
    12. Hongfeng Zhang & Lu Huang & Yan Zhu & Hongyun Si & Xu He, 2021. "Does Low-Carbon City Construction Improve Total Factor Productivity? Evidence from a Quasi-Natural Experiment in China," IJERPH, MDPI, vol. 18(22), pages 1-21, November.
    13. Chen, Jin & Heng, Cheng Suang & Tan, Bernard C.Y. & Lin, Zhijie, 2018. "The distinct signaling effects of R&D subsidy and non-R&D subsidy on IPO performance of IT entrepreneurial firms in China," Research Policy, Elsevier, vol. 47(1), pages 108-120.

    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. Jesus Lopez-Rodriguez & Diego Martinez, 2014. "Beyond the R&D effects on innovation: the contribution of non-R&D activities to TFP growth in the EU," Working Papers 2014/16, Institut d'Economia de Barcelona (IEB).
    2. Jesus Lopez-Rodriguez & Diego Martinez, 2014. "Beyond the R&D effects on innovation: the contribution of non-R&D activities to TFP growth in the EU," Working Papers 2014/16, Institut d'Economia de Barcelona (IEB).
    3. Fagerberg, Jan & Srholec, Martin & Verspagen, Bart, 2010. "Innovation and Economic Development," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 833-872, Elsevier.
    4. Diukanova, Olga & López-Rodríguez, Jesús, 2014. "Regional Impacts of non-R&D Innovation Expenditures across the EU Regions: Simulation Results Using the Rhomolo CGE Model," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 29, pages 91-111.
    5. Esther Goya & Esther Vayá & Jordi Suriñach, 2012. "“Do intra- and inter-industry spillovers matter? CDM model estimates for Spain”," IREA Working Papers 201214, University of Barcelona, Research Institute of Applied Economics, revised Sep 2012.
    6. Wadho, Waqar & Chaudhry, Azam, 2020. "Innovation Strategies and Productivity Growth in Developing Countries: Evidence from Pakistan," GLO Discussion Paper Series 466, Global Labor Organization (GLO).
    7. Capolupo, Rosa, 2009. "The New Growth Theories and Their Empirics after Twenty Years," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 3, pages 1-72.
    8. Burcu Fazlıoğlu & Başak Dalgıç & Ahmet Burçin Yereli, 2019. "The effect of innovation on productivity: evidence from Turkish manufacturing firms," Industry and Innovation, Taylor & Francis Journals, vol. 26(4), pages 439-460, April.
    9. Raquel Ortega-Argilés, 2013. "R&D, knowledge, economic growth and the transatlantic productivity gap," Chapters, in: Frank Giarratani & Geoffrey J.D. Hewings & Philip McCann (ed.), Handbook of Industry Studies and Economic Geography, chapter 11, pages 271-302, Edward Elgar Publishing.
    10. Fulvio Castellacci, 2007. "Technological regimes and sectoral differences in productivity growth ," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(6), pages 1105-1145, December.
    11. Bronwyn Hall & Francesca Lotti & Jacques Mairesse, 2009. "Innovation and productivity in SMEs: empirical evidence for Italy," Small Business Economics, Springer, vol. 33(1), pages 13-33, June.
    12. Alena Zemplinerová & Eva Hromádková, 2012. "Determinants of Firm's Innovation," Prague Economic Papers, Prague University of Economics and Business, vol. 2012(4), pages 487-503.
    13. Schubert, Torben & Jäger, Angela & Türkeli, Serdar & Visentin, Fabiana, 2020. "Addressing the productivity paradox with big data: A literature review and adaptation of the CDM econometric model," MERIT Working Papers 2020-050, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    14. Fedyunina, Anna & Radosevic, Slavo, 2022. "The relationship between R&D, innovation and productivity in emerging economies: CDM model and alternatives," Economic Systems, Elsevier, vol. 46(3).
    15. Wadho, Waqar & Chaudhry, Azam, 2022. "Innovation strategies and productivity growth in developing countries: Firm-level evidence from Pakistani manufacturers," Journal of Asian Economics, Elsevier, vol. 81(C).
    16. Crespi, Gustavo & Zuniga, Pluvia, 2012. "Innovation and Productivity: Evidence from Six Latin American Countries," World Development, Elsevier, vol. 40(2), pages 273-290.
    17. Bettina Peters & Christian Rammer, 2013. "Innovation panel surveys in Germany," Chapters, in: Fred Gault (ed.), Handbook of Innovation Indicators and Measurement, chapter 6, pages 135-177, Edward Elgar Publishing.
    18. Son Thi Kim Le, 2019. "Innovation efforts in developing countries: The case of Vietnamese small and medium-sized enterprises," WIDER Working Paper Series wp-2019-7, World Institute for Development Economic Research (UNU-WIDER).
    19. Hashi, Iraj & Stojcic, Nebojsa, 2013. "Determinants of the choice between different innovation regimes amongst firms in the enlarged European Union," MPRA Paper 108760, University Library of Munich, Germany, revised May 2013.
    20. Esther Goya & Esther Vayá & Jordi Suriñach, 2011. "Productivity and innovation spillovers: Micro evidence from Spain," IREA Working Papers 201126, University of Barcelona, Research Institute of Applied Economics, revised Dec 2011.

    More about this item

    Keywords

    TFP; R&D; Non-R&D expenditures; EU countries;
    All these keywords.

    JEL classification:

    • O0 - Economic Development, Innovation, Technological Change, and Growth - - General
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • O4 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity

    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:streco:v:40:y:2017:i:c:p:37-45. 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/inca/525148 .

    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.