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R&D, worker training and innovation: firm-level evidence

Author

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  • Xulia González
  • Daniel Miles-Touya
  • Consuelo Pazó

Abstract

Firms that invest in R&D and also in worker training are expected to be successful innovators; yet, the extent to which these investments are mutually reinforcing has not been established. This paper addresses that question by analysing the decision to innovate and the number of innovations introduced. Our findings, which are based on a sample of Spanish manufacturing firms, confirm that R&D is more effective when firms also invest in worker training. Moreover, for some smaller firms, investing in workers’ skills (via training programs) boosts innovation even in absence of R&D. Meanwhile, on-the-job training in large firms might serve mainly to reinforce the effects of R&D. Regarding the number of innovations, our result signals that a higher absorptive capacity via higher ability of qualified workers (through schooling or training) leads to improved innovation performance.

Suggested Citation

  • Xulia González & Daniel Miles-Touya & Consuelo Pazó, 2016. "R&D, worker training and innovation: firm-level evidence," Industry and Innovation, Taylor & Francis Journals, vol. 23(8), pages 694-712, November.
  • Handle: RePEc:taf:indinn:v:23:y:2016:i:8:p:694-712
    DOI: 10.1080/13662716.2016.1206463
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    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. Alessandra Catozzella & Marco Vivarelli, 2014. "The Catalysing Role of In-House R&D in Fostering Complementarity Among Innovative Inputs," Industry and Innovation, Taylor & Francis Journals, vol. 21(3), pages 179-196, April.
    3. Elena Huergo & Lourdes Moreno, 2011. "Does history matter for the relationship between R&D, innovation, and productivity?," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 20(5), pages 1335-1368, October.
    4. Vona, Francesco & Consoli, Davide, 2009. "Innovation, human capital and earning distribution: towards a dynamic life-cycle approach," MPRA Paper 13032, University Library of Munich, Germany.
    5. Francesco Vona & Davide Consoli, 2015. "Innovation and skill dynamics: a life-cycle approach," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(6), pages 1393-1415.
    6. Lorraine Dearden & Howard Reed & John Van Reenen, 2006. "The Impact of Training on Productivity and Wages: Evidence from British Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(4), pages 397-421, August.
    7. repec:hal:spmain:info:hdl:2441/eu4vqp9ompqllr09iak49cp9p is not listed on IDEAS
    8. 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.
    9. Daron Acemoglu, 1997. "Training and Innovation in an Imperfect Labour Market," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(3), pages 445-464.
    10. Andrea Conte & Marco Vivarelli, 2014. "Succeeding in innovation: key insights on the role of R&D and technological acquisition drawn from company data," Empirical Economics, Springer, vol. 47(4), pages 1317-1340, December.
    11. 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.
    12. Catozzella, Alessandra & Vivarelli, Marco, 2007. "The Catalysing Role of In-House R & D in Fostering the Complementarity of Innovative Inputs," IZA Discussion Papers 3126, Institute of Labor Economics (IZA).
    13. Mohnen, Pierre & Roller, Lars-Hendrik, 2005. "Complementarities in innovation policy," European Economic Review, Elsevier, vol. 49(6), pages 1431-1450, August.
    14. Haibo Zhou & Ronald Dekker & Alfred Kleinknecht, 2011. "Flexible labor and innovation performance: evidence from longitudinal firm-level data," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 20(3), pages 941-968, June.
    15. 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.
    16. Huang, Can & Arundel, Anthony & Hollanders, Hugo, 2010. "How Firms Innovate: R&D, Non-R&D, and Technology Adoption," MERIT Working Papers 2010-027, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    17. Bogliacino, Francesco & Cardona, Sebastian Gómez, 2014. "Capabilities and investment in R&D: An analysis on European data," Structural Change and Economic Dynamics, Elsevier, vol. 31(C), pages 101-111.
    18. Blundell, Richard & Griffith, Rachel & Van Reenen, John, 1995. "Dynamic Count Data Models of Technological Innovation," Economic Journal, Royal Economic Society, vol. 105(429), pages 333-344, March.
    19. Santamara, Llus & Nieto, Mara Jess & Barge-Gil, Andrs, 2009. "Beyond formal R&D: Taking advantage of other sources of innovation in low- and medium-technology industries," Research Policy, Elsevier, vol. 38(3), pages 507-517, April.
    20. Mark Rogers, 2004. "Networks, Firm Size and Innovation," Small Business Economics, Springer, vol. 22(2), pages 141-153, March.
    21. Griliches, Zvi, 1998. "R&D and Productivity," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226308869, September.
    22. Blundell, Richard & Griffith, Rachel & Windmeijer, Frank, 2002. "Individual effects and dynamics in count data models," Journal of Econometrics, Elsevier, vol. 108(1), pages 113-131, May.
    23. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    24. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    25. 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).
    26. Keld Laursen & Nicolai J. Foss, 2003. "New human resource management practices, complementarities and the impact on innovation performance," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 27(2), pages 243-263, March.
    27. Hagedoorn, John & Wang, Ning, 2012. "Is there complementarity or substitutability between internal and external R&D strategies?," Research Policy, Elsevier, vol. 41(6), pages 1072-1083.
    28. Richard Blundell & Lorraine Dearden & Costas Meghir & Barbara Sianesi, 1999. "Human capital investment: the returns from education and training to the individual, the firm and the economy," Fiscal Studies, Institute for Fiscal Studies, vol. 20(1), pages 1-23, March.
    29. Leiponen, Aija, 2005. "Skills and innovation," International Journal of Industrial Organization, Elsevier, vol. 23(5-6), pages 303-323, June.
    30. Zvi Griliches, 1998. "R&D and Productivity: The Econometric Evidence," NBER Books, National Bureau of Economic Research, Inc, number gril98-1.
    31. repec:spo:wpmain:info:hdl:2441/eu4vqp9ompqllr09iak49cp9p is not listed on IDEAS
    32. Bassanini, Andrea & Booth, Alison L. & Brunello, Giorgio & De Paola, Maria & Leuven, Edwin, 2005. "Workplace Training in Europe," IZA Discussion Papers 1640, Institute of Labor Economics (IZA).
    33. Milgrom, Paul & Roberts, John, 1995. "Complementarities and fit strategy, structure, and organizational change in manufacturing," Journal of Accounting and Economics, Elsevier, vol. 19(2-3), pages 179-208, April.
    34. Parisi, Maria Laura & Schiantarelli, Fabio & Sembenelli, Alessandro, 2006. "Productivity, innovation and R&D: Micro evidence for Italy," European Economic Review, Elsevier, vol. 50(8), pages 2037-2061, November.
    35. Milgrom, Paul & Roberts, John, 1990. "Rationalizability, Learning, and Equilibrium in Games with Strategic Complementarities," Econometrica, Econometric Society, vol. 58(6), pages 1255-1277, November.
    36. Bartel, Ann P & Lichtenberg, Frank R, 1987. "The Comparative Advantage of Educated Workers in Implementing New Technology," The Review of Economics and Statistics, MIT Press, vol. 69(1), pages 1-11, February.
    37. Arora, Ashish & Gambardella, Alfonso, 1990. "Complementarity and External Linkages: The Strategies of the Large Firms in Biotechnology," Journal of Industrial Economics, Wiley Blackwell, vol. 38(4), pages 361-379, June.
    38. Ballot, Gerard & Fakhfakh, Fathi & Taymaz, Erol, 2001. "Firms' human capital, R&D and performance: a study on French and Swedish firms," Labour Economics, Elsevier, vol. 8(4), pages 443-462, September.
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    2. Zhou, Xiaoxiao & Jia, Mengyu & Li, Wenqing & Zhao, Xin & Gatto, Andrea & Ma, Xiaowei, 2024. "Higher education or scientific research: Which one contributes more to China's green innovation?," Socio-Economic Planning Sciences, Elsevier, vol. 94(C).
    3. Preeya Mohan & Eric Strobl & Patrick Watson, 2018. "In-firm training, innovation and productivity: the case of Caribbean Small Island Developing States," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 30(9-10), pages 987-1011, October.
    4. Guerrazzi, Marco, 2014. "Workforce ageing and the training propensity of Italian firms: cross-sectional evidence from the INDACO survey," MPRA Paper 56826, University Library of Munich, Germany.
    5. Zhanna A. Mingaleva & Lyudmila N. Deputatova & Nikolay B. Akatov & Yurii V. Starkov & Elena Mitrofanova, 2019. "Application of HADI-cycle for providing sustainability of processes of knowledge and innovation," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 7(2), pages 1628-1640, December.
    6. Gligor, David & Russo, Ivan & Maloni, Michael J., 2022. "Understanding gender differences in logistics innovation: A complexity theory perspective," International Journal of Production Economics, Elsevier, vol. 246(C).
    7. Orly Carvache-Franco & Mauricio Carvache-Franco & Wilmer Carvache-Franco & Miguel A. Bustamante-Ubilla, 2022. "The Relationship between Human-Capital Variables and Innovative Performance: Evidence from Colombia," Sustainability, MDPI, vol. 14(6), pages 1-13, March.
    8. Dostie, Benoit, 2014. "Innovation, Productivity, and Training," IZA Discussion Papers 8506, Institute of Labor Economics (IZA).
    9. de Miguel, Carlos & Pazó, Consuelo, 2017. "Environmental protection, innovation and price-setting behavior in Spanish manufacturing firms," Energy Economics, Elsevier, vol. 68(S1), pages 116-124.
    10. Antonella Biscione & Chiara Burlina & Raul Caruso & Annunziata de Felice, 2021. "Innovation in Transition countries: the role of training," Working Papers 1013, European Centre of Peace Science, Integration and Cooperation (CESPIC), Catholic University 'Our Lady of Good Counsel'.
    11. Wang, Nannan & Gong, Zheng & Xu, Zhuhuizi & Liu, Zhankun & Han, Yu, 2021. "A quantitative investigation of the technological innovation in large construction companies," Technology in Society, Elsevier, vol. 65(C).
    12. Francis Boadu & Yu Xie & Yi-Fei Du & Elizabeth Dwomo-Fokuo, 2018. "MNEs Subsidiary Training and Development and Firm Innovative Performance: The Moderating Effects of Tacit and Explicit Knowledge Received from Headquarters," Sustainability, MDPI, vol. 10(11), pages 1-25, November.

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    More about this item

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • L60 - Industrial Organization - - Industry Studies: Manufacturing - - - General
    • M53 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Personnel Economics - - - Training
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General

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