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ICT, R&D and Organizational Innovation: Exploring Complementarities in Investment and Production

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  • Pierre Mohnen
  • Michael Polder
  • George van Leeuwen

Abstract

This paper examines whether there are complementarities between investments in ICT, R&D and organizational innovation, and the effects of different investment profiles on total factor productivity growth on Dutch firm-level data. We estimate an integrated model of investment profile adoption and total factor productivity growth. We find that the three investment decisions are complementary, in the sense that investing in one increases the probability of investing in another one because joint investments lead to higher TFP growth than individual investments. ICT earns on average an expected rate of return of 9.7%, followed by 6% to 7% on organizational innovation and a modest 1.4% to 1.8% on R&D in services and manufacturing respectively.

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  • 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.
    • Handle: RePEc:nbr:nberwo:25044
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    1. Robert J. Gordon, 2016. "The Rise and Fall of American Growth: The U.S. Standard of Living since the Civil War," Economics Books, Princeton University Press, edition 1, number 10544.
    2. Lorenzo Cappellari & Stephen P. Jenkins, 2006. "Calculation of multivariate normal probabilities by simulation, with applications to maximum simulated likelihood estimation," Stata Journal, StataCorp LP, vol. 6(2), pages 156-189, June.
    3. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    4. Carol Corrado & Charles Hulten & Daniel Sichel, 2009. "Intangible Capital And U.S. Economic Growth," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(3), pages 661-685, September.
    5. George van Leeuwen & Pierre Mohnen, 2017. "Revisiting the Porter hypothesis: an empirical analysis of Green innovation for the Netherlands," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(1-2), pages 63-77, February.
    6. Marina Rybalka, 2015. "The innovative input mix. Assessing the importance of R&D and ICT investments for firm performance in manufacturing and services," Discussion Papers 801, Statistics Norway, Research Department.
    7. Arthur Lewbel, 2007. "Coherency And Completeness Of Structural Models Containing A Dummy Endogenous Variable," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 48(4), pages 1379-1392, November.
    8. Tobias Kretschmer & Eugenio J. Miravete & Jose C. Pernias, 2012. "Competitive Pressure and the Adoption of Complementary Innovations," American Economic Review, American Economic Association, vol. 102(4), pages 1540-1570, June.
    9. 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.
    10. Michael Polder & George van Leeuwen & Pierre Mohnen & Wladimir Raymond, 2010. "Product, Process and Organizational Innovation: Drivers, Complementarity and Productivity Effects," DRUID Working Papers 10-24, DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies.
    11. Gustavo Crespi & Chiara Criscuolo & Jonathan Haskel, 2006. "Information Technology, Organisational Change and Productivity Growth: Evidence from UK Firms," Working Papers 558, Queen Mary University of London, School of Economics and Finance.
    12. 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.
    13. 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.
    14. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, October.
    15. Jovanovic, Boyan & Rousseau, Peter L., 2005. "General Purpose Technologies," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 18, pages 1181-1224, Elsevier.
    16. 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.
    17. Sandra E. Black & Lisa M. Lynch, 2001. "How To Compete: The Impact Of Workplace Practices And Information Technology On Productivity," The Review of Economics and Statistics, MIT Press, vol. 83(3), pages 434-445, August.
    18. Vincenzo Spiezia, 2011. "Are ICT Users More Innovative?: an Analysis of ICT-Enabled Innovation in OECD Firms," OECD Journal: Economic Studies, OECD Publishing, vol. 2011(1), pages 1-21.
    19. 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.
    20. Benjamin Engelstätter, 2012. "It is not all about performance gains -- enterprise software and innovations," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 21(3), pages 223-245, February.
    21. 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).
    22. Eugenio J. Miravete & José C. Pernías, 2006. "Innovation Complementarity And Scale Of Production," Journal of Industrial Economics, Wiley Blackwell, vol. 54(1), pages 1-29, March.
    23. Bartelsman, Eric & van Leeuwen, George & Nieuwenhuijsen, Henry & Zeelenberg, Kees, 1996. "R&D and productivity growth: evidence from firm-level data for the Netherlands," MPRA Paper 87740, University Library of Munich, Germany.
    24. Lipsey, Richard G. & Carlaw, Kenneth I. & Bekar, Clifford T., 2005. "Economic Transformations: General Purpose Technologies and Long-Term Economic Growth," OUP Catalogue, Oxford University Press, number 9780199290895.
    25. Landon Kleis & Paul Chwelos & Ronald V. Ramirez & Iain Cockburn, 2012. "Information Technology and Intangible Output: The Impact of IT Investment on Innovation Productivity," Information Systems Research, INFORMS, vol. 23(1), pages 42-59, March.
    26. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    27. Chris Forman & Nicolas van Zeebroeck, 2012. "From Wires to Partners: How the Internet Has Fostered R&D Collaborations Within Firms," Management Science, INFORMS, vol. 58(8), pages 1549-1568, August.
    28. Cequera, Daniel & Klein, Gordon J., 2008. "Endogenous Firm Heterogeneity, ICT and R&D Incentives," ZEW Discussion Papers 08-126, ZEW - Leibniz Centre for European Economic Research.
    29. 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.
    30. Fabio Pieri & Michela Vecchi & Francesco Venturini, 2017. "Modelling the joint impact of R and D and ICT on productivity: A frontier analysis approach," DEM Working Papers 2017/13, Department of Economics and Management.
    31. Ulrich Doraszelski & Jordi Jaumandreu, 2013. "R&D and Productivity: Estimating Endogenous Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1338-1383.
    32. 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.
    33. 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.
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    3. Iacovone, Leonardo & Pereira-López, Mariana & Schiffbauer, Marc, 2023. "Competition makes IT better: Evidence on when firms use IT more effectively," Research Policy, Elsevier, vol. 52(8).
    4. Robert Anderton & Vasco Botelho & Paul Reimers, 2023. "Digitalisation and productivity: gamechanger or sideshow?," Discussion Papers 2023-05, University of Nottingham, GEP.
    5. Marie Le Mouel & Alexander Schiersch, 2020. "Knowledge-Based Capital and Productivity Divergence," Discussion Papers of DIW Berlin 1868, DIW Berlin, German Institute for Economic Research.
    6. James Harrigan & Ariell Reshef & Farid Toubal, 2018. "Techies, Trade, and Skill-Biased Productivity," NBER Working Papers 25295, National Bureau of Economic Research, Inc.
    7. 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.
    8. 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).
    9. Chen, Chuanglian & Wang, Shudan & Yao, Shujie & Lin, Yuting, 2023. "Does digital transformation increase the labor income share? From a perspective of resources reallocation," Economic Modelling, Elsevier, vol. 128(C).
    10. Nathalie Greenan & Silvia Napolitano, 2024. "Digital technologies, learning capacity of the organization and innovation: EU-wide empirical evidence from a combined dataset," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 33(3), pages 634-669.
    11. Zoran Aralica & Bruno Skrinjaric, 2021. "Adoption of digital and ICT technologies and firms’ productivity," Working Papers 2102, The Institute of Economics, Zagreb.
    12. Mattia Di Ubaldo & Iulia Siedschlag, 2021. "Investment in Knowledge‐Based Capital and Productivity: Firm‐Level Evidence from a Small Open Economy," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 67(2), pages 363-393, June.
    13. Gaglio, Cyrielle & Kraemer-Mbula, Erika & Lorenz, Edward, 2022. "The effects of digital transformation on innovation and productivity: Firm-level evidence of South African manufacturing micro and small enterprises," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    14. Gaaitzen de Vries & Aobo Jiang & Oscar Lemmers & Shang‐Jin Wei, 2021. "Firm productivity and functional specialisation," The World Economy, Wiley Blackwell, vol. 44(5), pages 1232-1260, May.
    15. 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).

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    JEL classification:

    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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