IDEAS home Printed from https://ideas.repec.org/p/hal/wpaper/halshs-03941735.html
   My bibliography  Save this paper

Digital technologies, learning capacity of the organisation and innovation EU-wide empirical evidence from a combined dataset

Author

Listed:
  • Nathalie Greenan

    (LIRSA - Laboratoire interdisciplinaire de recherche en sciences de l'action - CNAM - Conservatoire National des Arts et Métiers [CNAM] - HESAM - HESAM Université - Communauté d'universités et d'établissements Hautes écoles Sorbonne Arts et métiers université, CEET - Centre d'études de l'emploi et du travail - CNAM - Conservatoire National des Arts et Métiers [CNAM] - HESAM - HESAM Université - Communauté d'universités et d'établissements Hautes écoles Sorbonne Arts et métiers université - M.E.N.E.S.R. - Ministère de l'Education nationale, de l’Enseignement supérieur et de la Recherche - Ministère du Travail, de l'Emploi et de la Santé, TEPP - Travail, Emploi et Politiques Publiques - UPEM - Université Paris-Est Marne-la-Vallée - CNRS - Centre National de la Recherche Scientifique)

  • Silvia Napolitano

    (LIRSA - Laboratoire interdisciplinaire de recherche en sciences de l'action - CNAM - Conservatoire National des Arts et Métiers [CNAM] - HESAM - HESAM Université - Communauté d'universités et d'établissements Hautes écoles Sorbonne Arts et métiers université, CEET - Centre d'études de l'emploi et du travail - CNAM - Conservatoire National des Arts et Métiers [CNAM] - HESAM - HESAM Université - Communauté d'universités et d'établissements Hautes écoles Sorbonne Arts et métiers université - M.E.N.E.S.R. - Ministère de l'Education nationale, de l’Enseignement supérieur et de la Recherche - Ministère du Travail, de l'Emploi et de la Santé)

  • Imad El Hamma

    (LIRSA - Laboratoire interdisciplinaire de recherche en sciences de l'action - CNAM - Conservatoire National des Arts et Métiers [CNAM] - HESAM - HESAM Université - Communauté d'universités et d'établissements Hautes écoles Sorbonne Arts et métiers université, CEET - Centre d'études de l'emploi et du travail - CNAM - Conservatoire National des Arts et Métiers [CNAM] - HESAM - HESAM Université - Communauté d'universités et d'établissements Hautes écoles Sorbonne Arts et métiers université - M.E.N.E.S.R. - Ministère de l'Education nationale, de l’Enseignement supérieur et de la Recherche - Ministère du Travail, de l'Emploi et de la Santé, TEPP - Travail, Emploi et Politiques Publiques - UPEM - Université Paris-Est Marne-la-Vallée - CNRS - Centre National de la Recherche Scientifique)

Abstract

This paper investigates the effects of digitalisation and organisational practices on innovation in Europe, between 2010 and 2016. We analyse the cross-country and industry differences in firms' investments and capabilities to adopt and use new technologies and their effects on innovation outputs. Along with traditional drivers of innovation, such as R&D expenditure, two indicators are constructed. One encompasses direct measures of the adoption and use in enterprises of a set of digital technologies. The other measures the learning capacity of organisations, which captures the use of management tools and organisational practices concerned with the improvement of individual and organisational learning. Product, process, organisational and marketing innovations are identified as well as their combination in the company, in order to explore possible synergies between them. Empirical evidence is provided by a unique dataset based on the integration at the sector within country level of EU-wide employers' and employees' surveys: the Community Innovation Survey, the Community ICT usage and e-commerce in enterprises surveys (Eurostat) and the European Working Conditions Survey (Eurofound). The descriptive evidence shows that Digital technologies adoption and use is rapidly growing across Europe while the Learning capacity of organisations remains stagnant. By contrast, our results from the econometric analysis show that their interaction has positive effects on innovations. In particular, a mix of product/process innovations with organisational/marketing innovations rests on joint investments in R&D, digital technology adoption and use and learning capacity.

Suggested Citation

  • Nathalie Greenan & Silvia Napolitano & Imad El Hamma, 2022. "Digital technologies, learning capacity of the organisation and innovation EU-wide empirical evidence from a combined dataset," Working Papers halshs-03941735, HAL.
  • Handle: RePEc:hal:wpaper:halshs-03941735
    Note: View the original document on HAL open archive server: https://shs.hal.science/halshs-03941735
    as

    Download full text from publisher

    File URL: https://shs.hal.science/halshs-03941735/document
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Brynjolfsson, Erik, 2013. "Wired for Innovation: How Information Technology Is Reshaping the Economy," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262518611, December.
    2. Edward Lorenz & Nathalie Greenan, 2010. "Innovative Workplaces: Making better use of skills within organizations," Post-Print halshs-00726824, HAL.
    3. Nicholas Bloom & John Van Reenen, 2007. "Measuring and Explaining Management Practices Across Firms and Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1351-1408.
    4. Youngjin Yoo & Richard J. Boland & Kalle Lyytinen & Ann Majchrzak, 2012. "Organizing for Innovation in the Digitized World," Organization Science, INFORMS, vol. 23(5), pages 1398-1408, October.
    5. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio, 2017. "Knowledge Spillovers, ICT and Productivity Growth," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(4), pages 592-618, August.
    6. Erik Brynjolfsson & Kristina McElheran, 2016. "The Rapid Adoption of Data-Driven Decision-Making," American Economic Review, American Economic Association, vol. 106(5), pages 133-139, May.
    7. 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.
    8. 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.
    9. Bronwyn H. Hall & Francesca Lotti & Jacques Mairesse, 2013. "Evidence on the impact of R&D and ICT investments on innovation and productivity in Italian firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(3), pages 300-328, April.
    10. Nathalie Greenan & Ekaterina Kalugina & Emmanuelle Walkowiak, 2014. "Has the quality of working life improved in the EU-15 between 1995 and 2005?," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(2), pages 399-428.
    11. Carol A. Corrado & Charles R. Hulten, 2010. "How Do You Measure a "Technological Revolution"?," American Economic Review, American Economic Association, vol. 100(2), pages 99-104, May.
    12. Jaana Remes, Jan Mischke and Mekala Krishnan, 2018. "Solving the Productivity Puzzle: The Role of Demand and the Promise of Digitization," International Productivity Monitor, Centre for the Study of Living Standards, vol. 34, pages 28-51, Fall.
    13. Nicholas Bloom & Erik Brynjolfsson & Lucia Foster & Ron Jarmin & Megha Patnaik & Itay Saporta-Eksten & John Van Reenen, 2019. "What Drives Differences in Management Practices?," American Economic Review, American Economic Association, vol. 109(5), pages 1648-1683, May.
    14. Carlota Perez, 2010. "Technological revolutions and techno-economic paradigms," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 34(1), pages 185-202, January.
    15. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    16. 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.
    17. Nicoletti, Giuseppe & von Rueden, Christina & Andrews, Dan, 2020. "Digital technology diffusion: A matter of capabilities, incentives or both?," European Economic Review, Elsevier, vol. 128(C).
    18. Jacques Mairesse & Nathalie Greenan & Agnes Topiol-Bensaid, 2001. "Information Technology and Research and Development Impacts on Productivity and Skills: Looking for Correlations on French Firm Level Data," NBER Working Papers 8075, National Bureau of Economic Research, Inc.
    19. Jerez-Gomez, Pilar & Cespedes-Lorente, Jose & Valle-Cabrera, Ramon, 2005. "Organizational learning capability: a proposal of measurement," Journal of Business Research, Elsevier, vol. 58(6), pages 715-725, June.
    20. Nathalie Greenan, 2003. "Organisational change, technology, employment and skills: an empirical study of French manufacturing," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 27(2), pages 287-316, March.
    21. Erik Brynjolfsson & Lorin M. Hitt, 2000. "Beyond Computation: Information Technology, Organizational Transformation and Business Performance," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 23-48, Fall.
    22. Mariacristina Piva & Marco Vivarelli, 2009. "The role of skills as a major driver of corporate R&D," International Journal of Manpower, Emerald Group Publishing Limited, vol. 30(8), pages 835-852, November.
    23. Pierre Mohnen & Michael Polder & George van Leeuwen, 2018. "ICT, R&D and Organizational Innovation: Exploring Complementarities in Investment and Production," NBER Working Papers 25044, National Bureau of Economic Research, Inc.
    24. Milgrom, Paul & Roberts, John, 1990. "The Economics of Modern Manufacturing: Technology, Strategy, and Organization," American Economic Review, American Economic Association, vol. 80(3), pages 511-528, June.
    25. Eric Bartelsman & George van Leeuwen & Michael Polder, 2017. "CDM using a cross-country micro moments database," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(1-2), pages 168-182, February.
    Full references (including those not matched with items on IDEAS)

    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. Nathalie Greenan & Silvia Napolitano & Imad El Hamma, 2022. "Technologies numériques, capacité d'apprentissage de l'organisation et l'innovation : résultats empiriques à l'échelle de l'UE à partir d'un ensemble de données combinées," Working Papers halshs-03941324, HAL.
    2. Ben Halima, Mohamed Ali & Greenan, Nathalie & Lanfranchi, Joseph, 2023. "Getting sick for profit? The impact of cumulative ICT and management changes on long term sickness absence," Journal of Economic Behavior & Organization, Elsevier, vol. 212(C), pages 659-688.
    3. Pierre Mohnen & Michael Polder & George van Leeuwen, 2018. "ICT, R&D and Organizational Innovation: Exploring Complementarities in Investment and Production," NBER Working Papers 25044, National Bureau of Economic Research, Inc.
    4. Nathalie Greenan & Silvia Napolitano, 2021. "Why Do Employees Participate in Innovation? Skills and Organisational Design Issues and the Ongoing Technological Transformation," Working Papers halshs-03270141, HAL.
    5. Pierre Mohnen & Michael Polder & George van Leeuwen, 2019. "Information and Communications Technology, R&D, and Organizational Innovation: Exploring Complementarities in Investment and Production," NBER Chapters, in: Measuring and Accounting for Innovation in the Twenty-First Century, pages 299-322, National Bureau of Economic Research, Inc.
    6. Mohamed Ali Ben Halima & Nathalie Greenan & Joseph Lanfranchi, 2021. "Organisational changes and long-term sickness absence and injury leave: a difference in difference approach," TEPP Working Paper 2021-05, TEPP.
    7. Aboal D. & Tacsir E., 2015. "Innovation and productivity in services and manufacturing : The role of ICT investment," MERIT Working Papers 2015-012, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    8. Stefan Schweikl & Robert Obermaier, 2020. "Lessons from three decades of IT productivity research: towards a better understanding of IT-induced productivity effects," Management Review Quarterly, Springer, vol. 70(4), pages 461-507, November.
    9. Piva, Mariacristina & Santarelli, Enrico & Vivarelli, Marco, 2005. "The skill bias effect of technological and organisational change: Evidence and policy implications," Research Policy, Elsevier, vol. 34(2), pages 141-157, March.
    10. Davide Castellani & Mariacristina Piva & Torben Schubert & Marco Vivarelli, 2018. "The source of the US /EU Productivity Gap:Less and less effective R&D," LEM Papers Series 2018/16, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    11. Chen, Wen & Niebel, Thomas & Saam, Marianne, 2016. "Are intangibles more productive in ICT-intensive industries? Evidence from EU countries," Telecommunications Policy, Elsevier, vol. 40(5), pages 471-484.
    12. 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.
    13. Jorge Antonio Rodríguez-Moreno & María Engracia Rochina-Barrachina, 2019. "ICT Use, Investments in R&D and Workers’ Training, Firms’ Productivity and Markups: The Case of Ecuadorian Manufacturing," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 31(4), pages 1063-1106, September.
    14. Adel Ben Khalifa, 2019. "Direct and Complementary Effects of Investment in Knowledge-Based Economy on Innovation Performance in Tunisian Firms," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 10(2), pages 561-589, June.
    15. Andersson, Martin & Kusetogullari, Anna & Wernberg, Joakim, 2021. "Software development and innovation: Exploring the software shift in innovation in Swedish firms," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
    16. Feld, Lars P. & Schmidt, Christoph M. & Schnabel, Isabel & Truger, Achim & Wieland, Volker, 2019. "Den Strukturwandel meistern. Jahresgutachten 2019/20 [Dealing with Structural Change. Annual Report 2019/20]," Annual Economic Reports / Jahresgutachten, German Council of Economic Experts / Sachverständigenrat zur Begutachtung der gesamtwirtschaftlichen Entwicklung, volume 127, number 201920.
    17. Viete, Steffen & Erdsiek, Daniel, 2020. "Mobile Information Technologies and Firm Performance: The Role of Employee Autonomy," Information Economics and Policy, Elsevier, vol. 51(C).
    18. Wenxin Guo & Joseph A. Clougherty, 2022. "Cross-border acquisition activity by Chinese multinationals and domestic-productivity upgrading," Asia Pacific Journal of Management, Springer, vol. 39(2), pages 659-695, June.
    19. Audretsch, David B. & Belitski, Maksim, 2020. "The role of R&D and knowledge spillovers in innovation and productivity," European Economic Review, Elsevier, vol. 123(C).
    20. Diego Aboal & Ezequiel Tacsir, 2018. "Innovation and productivity in services and manufacturing: the role of ICT," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(2), pages 221-241.

    More about this item

    Keywords

    Digital technologies; learning capacity; innovation; knowledge production function; data integration of employers’ and employees’ surveys;
    All these keywords.

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:hal:wpaper:halshs-03941735. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.