IDEAS home Printed from https://ideas.repec.org/p/unm/unumer/2020050.html
   My bibliography  Save this paper

Addressing the productivity paradox with big data: A literature review and adaptation of the CDM econometric model

Author

Listed:
  • Schubert, Torben

    (Fraunhofer ISI, and Circle, Lund University)

  • Jäger, Angela

    (Fraunhofer ISI)

  • Türkeli, Serdar

    (UNU-MERIT, Maastricht University)

  • Visentin, Fabiana

    (UNU-MERIT, Maastricht University)

Abstract

This paper develops the plan for the econometric estimations concerning the relationship between firm productivity and the specifics of the innovation process. The paper consists of three main parts. In the first, we review the relevant literature related to the productivity paradox and its causes. Specific attention will be paid to broad economic trends, in particular the higher importance of intangibles, the increasing importance of knowledge spillovers and servitisation as drivers of the slowdown in productivity growth. In the second part, we introduce a plan for the econometric estimation strategy. Here we propose an extended Crépon-Duguet-Mairesse type of model (CDM), which enriches the original specification by the three influence factors of intangibles, spillovers, and servitisation. This will allow testing the influence of these three factors on productivity at the level of the firm within a unified framework. In the third part, we build on the literature review in order to provide a detailed plan for the data collection procedure including a description of the variables to be collected and the source from which the variables are coming. It should be noted that we will rely partly on structured data (e.g. ORBIS), while many others variables will need to be generated from unstructured sources, in particular the webpages of firms. The use of unstructured data is a particular strength of our proposed data collection procedure because the use of such data is expected to offer novel insights. However, it implies additional risks in terms of data quality or missing data. Our data collection plan explores the maximum potential of variables that will ideally be made available for later econometric treatment. Whether indeed all variables will have sufficient quality to be used in the econometric estimations will be subject to the outcomes of the actual collection efforts.

Suggested Citation

  • 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).
  • Handle: RePEc:unm:unumer:2020050
    as

    Download full text from publisher

    File URL: https://www.merit.unu.edu/publications/wppdf/2020/wp2020-050.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Joel Stiebale & Nicole Wößner, 2020. "M&As, Investment and Financing Constraints," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 27(1), pages 49-92, January.
    3. Guido Migliaccio, 2019. "Disabled People in the Stakeholder Theory: a Literature Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 10(4), pages 1657-1678, December.
    4. Borisova, Ginka & Brown, James R., 2013. "R&D sensitivity to asset sale proceeds: New evidence on financing constraints and intangible investment," Journal of Banking & Finance, Elsevier, vol. 37(1), pages 159-173.
    5. Eva Hagsten & Anna Sabadash, 2017. "A neglected input to production: the role of ICT-schooled employees in firm performance," International Journal of Manpower, Emerald Group Publishing, vol. 38(3), pages 373-391, June.
    6. Mariela Dal Borgo & Peter Goodridge & Jonathan Haskel & Annarosa Pesole, 2013. "Productivity and Growth in UK Industries: An Intangible Investment Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(6), pages 806-834, December.
    7. Richard Harris, 2011. "Models Of Regional Growth: Past, Present And Future," Journal of Economic Surveys, Wiley Blackwell, vol. 25(5), pages 913-951, December.
    8. Rinaldo Evangelista & Matteo Lucchese & Valentina Meliciani, 2015. "Business services and the export performances of manufacturing industries," Journal of Evolutionary Economics, Springer, vol. 25(5), pages 959-981, November.
    9. Vandermerwe, Sandra & Rada, Juan, 1988. "Servitization of business: Adding value by adding services," European Management Journal, Elsevier, vol. 6(4), pages 314-324, December.
    10. Xiaowen Tian, 2007. "Accounting for sources of FDI technology spillovers: evidence from China," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(1), pages 147-159, January.
    11. Kaasa, Anneli, 2018. "Intangible factors and productivity: Evidence from Europe at the regional level," Business and Economic Horizons (BEH), Prague Development Center (PRADEC), vol. 14(2), February.
    12. Maroto-Sánchez, Andrés & Cuadrado-Roura, Juan R., 2009. "Is growth of services an obstacle to productivity growth? A comparative analysis," Structural Change and Economic Dynamics, Elsevier, vol. 20(4), pages 254-265, December.
    13. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    14. Thomas Niebel & Mary O'Mahony & Marianne Saam, 2017. "The Contribution of Intangible Assets to Sectoral Productivity Growth in the EU," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 49-67, February.
    15. Barro, Robert J, 1999. "Notes on Growth Accounting," Journal of Economic Growth, Springer, vol. 4(2), pages 119-137, June.
    16. Girma, Sourafel & Kneller, Richard & Pisu, Mauro, 2007. "Do exporters have anything to learn from foreign multinationals?," European Economic Review, Elsevier, vol. 51(4), pages 993-1010, May.
    17. Germán Gutiérrez & Thomas Philippon, 2017. "Investmentless Growth: An Empirical Investigation," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(2 (Fall)), pages 89-190.
    18. Bartkowska, Monika & Riedl, Aleksandra, 2012. "Regional convergence clubs in Europe: Identification and conditioning factors," Economic Modelling, Elsevier, vol. 29(1), pages 22-31.
    19. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 70(1), pages 65-94.
    20. Mauro Giorgio Marrano & Jonathan Haskel & Gavin Wallis, 2009. "What Happened To The Knowledge Economy? Ict, Intangible Investment, And Britain'S Productivity Record Revisited," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(3), pages 686-716, September.
    21. Galor, Oded, 1996. "Convergence? Inferences from Theoretical Models," Economic Journal, Royal Economic Society, vol. 106(437), pages 1056-1069, July.
    22. Aggarwal, Raj & Jindal, Varun & Seth, Rama, 2019. "Board diversity and firm performance: The role of business group affiliation," International Business Review, Elsevier, vol. 28(6), pages 1-1.
    23. Toma Lankauskienė, 2016. "Application of the growth accounting method for the construction industry," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 17(3), pages 430-443, June.
    24. Popović, Milenko, 2018. "Technological Progress, Globalization, and Secular Stagnation," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, pages 59-100.
    25. Jesús Peiró-Palomino, 2016. "European regional convergence revisited: the role of intangible assets," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 57(1), pages 165-194, July.
    26. Dietmar Harhoff, 1998. "R&D and Productivity in German Manufacturing Firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 6(1), pages 29-50.
    27. Marin, Giovanni, 2014. "Do eco-innovations harm productivity growth through crowding out? Results of an extended CDM model for Italy," Research Policy, Elsevier, vol. 43(2), pages 301-317.
    28. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588.
    29. Lawrence H. Summers, 2015. "Demand Side Secular Stagnation," American Economic Review, American Economic Association, vol. 105(5), pages 60-65, May.
    30. Wen Chen & Robert Inklaar, 2016. "Productivity spillovers of organization capital," Journal of Productivity Analysis, Springer, vol. 45(3), pages 229-245, June.
    31. Peter Goodridge & Jonathan Haskel & Gavin Wallis, 2017. "Spillovers from R&D and Other Intangible Investment: Evidence from UK Industries," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 22-48, February.
    32. Dolores Añón Higón & Jaime Gómez & Pilar Vargas, 2017. "Complementarities in innovation strategy: do intangibles play a role in enhancing firm performance?," Industrial and Corporate Change, Oxford University Press, vol. 26(5), pages 865-886.
    33. Susanto Basu & John G. Fernald, 2008. "Information and communications technology as a general purpose technology: evidence from U.S. industry data," Economic Review, Federal Reserve Bank of San Francisco, pages 1-15.
    34. Rachel Griffith & Elena Huergo & Jacques Mairesse & Bettina Peters, 2006. "Innovation and Productivity Across Four European Countries," Oxford Review of Economic Policy, Oxford University Press, vol. 22(4), pages 483-498, Winter.
    35. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 107(2), pages 407-437.
    36. Dehning, Bruce & Richardson, Vernon, 2002. "Return on investments in information technology: Beyond the productivity paradox," Journal of Financial Transformation, Capco Institute, vol. 6, pages 83-91.
    37. 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.
    38. Amani Elnasri & Kevin J. Fox, 2014. "The Contribution of Research and Innovation to Productivity and Economic Growth," Discussion Papers 2014-08, School of Economics, The University of New South Wales.
    39. Hall, B.H., 2011. "Innovation and productivity," MERIT Working Papers 2011-028, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    40. Gauti B. Eggertsson & Neil R. Mehrotra & Lawrence H. Summers, 2016. "Secular Stagnation in the Open Economy," American Economic Review, American Economic Association, vol. 106(5), pages 503-507, May.
    41. Breschi, Stefano & Lissoni, Francesco, 2001. "Knowledge Spillovers and Local Innovation Systems: A Critical Survey," Industrial and Corporate Change, Oxford University Press, vol. 10(4), pages 975-1005, December.
    42. Daniel Schiller & Javier Revilla Diez, 2010. "Local embeddedness of knowledge spillover agents: Empirical evidence from German star scientists," Papers in Regional Science, Wiley Blackwell, vol. 89(2), pages 275-294, June.
    43. Fulvio Castellacci, 2011. "How does competition affect the relationship between innovation and productivity? Estimation of a CDM model for Norway," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(7), pages 637-658, August.
    44. Arrighetti, Alessandro & Landini, Fabio & Lasagni, Andrea, 2014. "Intangible assets and firm heterogeneity: Evidence from Italy," Research Policy, Elsevier, vol. 43(1), pages 202-213.
    45. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    46. Robert J. Gordon, 2015. "Secular Stagnation: A Supply-Side View," American Economic Review, American Economic Association, vol. 105(5), pages 54-59, May.
    47. Sabine Biege & Gunter Lay & Christoph Zanker & Thomas Schmall, 2013. "Challenges of measuring service productivity in innovative, knowledge-intensive business services," The Service Industries Journal, Taylor & Francis Journals, vol. 33(3-4), pages 378-391, February.
    48. 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, 00.
    49. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2014. "Return of the Solow Paradox? IT, Productivity, and Employment in US Manufacturing," American Economic Review, American Economic Association, vol. 104(5), pages 394-399, May.
    50. Harald Edquist, 2011. "CAN INVESTMENT IN INTANGIBLES EXPLAIN THE SWEDISH PRODUCTIVITY BOOM IN THE 1990s?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 57(4), pages 658-682, December.
    51. Kolasa Marcin, 2008. "How does FDI inflow affect productivity of domestic firms? The role of horizontal and vertical spillovers, absorptive capacity and competition," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 17(1), pages 155-173.
    52. Goldin, Ian & Koutroumpis, Pantelis & Lafond, François & Winkler, Julian, 2020. "Why is productivity slowing down?," MPRA Paper 99172, University Library of Munich, Germany.
    53. Barry Eichengreen, 2015. "Secular Stagnation: The Long View," American Economic Review, American Economic Association, vol. 105(5), pages 66-70, May.
    54. Anne Marie Knott & David J. Bryce & Hart E. Posen, 2003. "On the Strategic Accumulation of Intangible Assets," Organization Science, INFORMS, vol. 14(2), pages 192-207, April.
    55. Holland, Sara B., 2017. "Firm investment in human health capital," Journal of Corporate Finance, Elsevier, vol. 46(C), pages 374-390.
    56. Solow, Robert M, 1988. "Growth Theory and After," American Economic Review, American Economic Association, vol. 78(3), pages 307-317, June.
    57. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    58. Edamura, Kazuma & Haneda, Sho & Inui, Tomohiko & Tan, Xiaofei & Todo, Yasuyuki, 2014. "Impact of Chinese cross-border outbound M&As on firm performance: Econometric analysis using firm-level data," China Economic Review, Elsevier, vol. 30(C), pages 169-179.
    59. Ray Barrell & Dawn Holland, 2000. "Foreign Direct Investment and Enterprise Restructuring in Central Europe," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 8(2), pages 477-504, July.
    60. 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.
    61. Bond, Stephen & Harhoff, Dietmar & Van Reenen, John, 2003. "Corporate R&D and productivity in Germany and the United Kingdom," LSE Research Online Documents on Economics 770, London School of Economics and Political Science, LSE Library.
    62. O'Mahony, Mary & Vecchi, Michela, 2009. "R&D, knowledge spillovers and company productivity performance," Research Policy, Elsevier, vol. 38(1), pages 35-44, February.
    63. 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.
    64. Saeed Moshiri & Wayne Simpson, 2011. "Information technology and the changing workplace in Canada: firm-level evidence," Industrial and Corporate Change, Oxford University Press, vol. 20(6), pages 1601-1636, December.
    65. 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.
    66. Terleckyj, Nestor E, 1980. "What Do R & D Numbers Tell Us about Technological Change?," American Economic Review, American Economic Association, vol. 70(2), pages 55-61, May.
    67. Clausen, Saskia & Hirth, Stefan, 2016. "Measuring the value of intangibles," Journal of Corporate Finance, Elsevier, vol. 40(C), pages 110-127.
    68. Paul M. Romer, 1987. "Crazy Explanations for the Productivity Slowdown," NBER Chapters, in: NBER Macroeconomics Annual 1987, Volume 2, pages 163-210, National Bureau of Economic Research, Inc.
    69. Mircea Epure, 2016. "Benchmarking for routines and organizational knowledge: a managerial accounting approach with performance feedback," Journal of Productivity Analysis, Springer, vol. 46(1), pages 87-107, August.
    70. Igor Filatotchev & Jenifer Piesse, 2009. "R&D, internationalization and growth of newly listed firms: European evidence," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 40(8), pages 1260-1276, October.
    71. Gauti B. Eggertsson & Neil R. Mehrotra & Jacob A. Robbins, 2019. "A Model of Secular Stagnation: Theory and Quantitative Evaluation," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(1), pages 1-48, January.
    72. Robin, Stéphane & Schubert, Torben, 2013. "Cooperation with public research institutions and success in innovation: Evidence from France and Germany," Research Policy, Elsevier, vol. 42(1), pages 149-166.
    73. Mark Tomlinson, 1999. "The learning economy and embodied knowledge flows in Great Britain," Journal of Evolutionary Economics, Springer, vol. 9(4), pages 431-451.
    74. Verbic, Miroslav & Polanec, Sašo, 2011. "Innovativeness and intangibles in transition: the case of Slovenia," MPRA Paper 32127, University Library of Munich, Germany.
    75. Alessandro Arrighetti & Fabio Landini & Andrea Lasagni, 2015. "Intangible Asset Dynamics and Firm Behaviour," Industry and Innovation, Taylor & Francis Journals, vol. 22(5), pages 402-422, July.
    76. Amani Elnasri & Kevin J. Fox, 2017. "The contribution of research and innovation to productivity," Journal of Productivity Analysis, Springer, vol. 47(3), pages 291-308, June.
    77. Richard R. Nelson, 1959. "The Simple Economics of Basic Scientific Research," Journal of Political Economy, University of Chicago Press, vol. 67, pages 297-297.
    78. Raquel Ortega-Argil�s & Mariacristina Piva & Marco Vivarelli, 2015. "The productivity impact of R&D investment: are high-tech sectors still ahead?," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 24(3), pages 204-222, April.
    79. Juan Antolin-Diaz & Thomas Drechsel & Ivan Petrella, 2017. "Tracking the Slowdown in Long-Run GDP Growth," The Review of Economics and Statistics, MIT Press, vol. 99(2), pages 343-356, May.
    80. Shenglang Yang & Yixiao Zhou & Ligang Song, 2018. "Determinants of Intangible Investment and Its Impacts on Firms' Productivity: Evidence from Chinese Private Manufacturing Firms," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 26(6), pages 1-26, November.
    81. Ge, Ying & Lai, Huiwen & Zhu, Susan Chun, 2015. "Multinational price premium," Journal of Development Economics, Elsevier, vol. 115(C), pages 181-199.
    82. Chad Syverson, 2017. "Challenges to Mismeasurement Explanations for the US Productivity Slowdown," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 165-186, Spring.
    83. Ellen R. McGrattan & Edward C. Prescott, 2010. "Unmeasured Investment and the Puzzling US Boom in the 1990s," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(4), pages 88-123, October.
    84. Malik, Kashif Zaheer & Ali, Syed Zahid & Khalid, Ahmed M., 2014. "Intangible capital in a real business cycle model," Economic Modelling, Elsevier, vol. 39(C), pages 32-48.
    85. Frederic Scherer, 1984. "Using Linked Patent and R&D Data to Measure Interindustry Technology Flows," NBER Chapters, in: R&D, Patents, and Productivity, pages 417-464, National Bureau of Economic Research, Inc.
    86. Jonathan Haskel, 2015. "Understanding innovation better: an intangible investment approach," Asia-Pacific Journal of Accounting & Economics, Taylor & Francis Journals, vol. 22(1), pages 13-23, March.
    87. Brent R. Moulton, 2004. "The system of national accounts for the new economy: What should change?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 50(2), pages 261-278, June.
    88. Thum-Thysen, Anna & Voigt, Peter & Bilbao-Osorio, Beñat & Maier, Christoph & Ognyanova, Diana, 2019. "Investment dynamics in Europe: Distinct drivers and barriers for investing in intangible versus tangible assets?," Structural Change and Economic Dynamics, Elsevier, vol. 51(C), pages 77-88.
    89. 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.
    90. Tsutomu Miyagawa & Shoichi Hisa, 2013. "Estimates Of Intangible Investment By Industry And Productivity Growth In Japan," The Japanese Economic Review, Japanese Economic Association, vol. 64(1), pages 42-72, March.
    91. Jaffe, Adam B, 1988. "Demand and Supply Influences in R&D Intensity and Productivity Growth," The Review of Economics and Statistics, MIT Press, vol. 70(3), pages 431-437, August.
    92. Hannu Piekkola, 2016. "Intangible Investment and Market Valuation," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 62(1), pages 28-51, March.
    93. Gaétan de Rassenfosse, 2017. "An assessment of how well we account for intangibles," Industrial and Corporate Change, Oxford University Press, vol. 26(3), pages 517-534.
    94. Paul H. Jensen & Elizabeth Webster, 2009. "Another Look At The Relationship Between Innovation Proxies," Australian Economic Papers, Wiley Blackwell, vol. 48(3), pages 252-269, September.
    95. Joonkyung Ha & Peter Howitt, 2007. "Accounting for Trends in Productivity and R&D: A Schumpeterian Critique of Semi-Endogenous Growth Theory," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(4), pages 733-774, June.
    96. Anneli Kaasa, 2018. "Intangible factors and productivity: Evidence from Europe at the regional level," Business and Economic Horizons (BEH), Prague Development Center, vol. 14(2), pages 300-325, April.
    97. Rothwell, R. & Freeman, C. & Horlsey, A. & Jervis, V. T. P. & Robertson, A. B. & Townsend, J., 1974. "SAPPHO updated - project SAPPHO phase II," Research Policy, Elsevier, vol. 3(3), pages 258-291, November.
    98. Bridgman, Benjamin, 2014. "Do intangible assets explain high U.S. foreign direct investment returns?," Journal of Macroeconomics, Elsevier, vol. 40(C), pages 159-171.
    99. Nataša Vrh, 2019. "The DNA of the domestic value added (DVA) in exports: Firm‐level analysis of DVA in exports," The World Economy, Wiley Blackwell, vol. 42(9), pages 2566-2601, September.
    100. Edquist, Harald & Henrekson, Magnus, 2017. "Swedish lessons: How important are ICT and R&D to economic growth?," Structural Change and Economic Dynamics, Elsevier, vol. 42(C), pages 1-12.
    101. Michael Lewis & Mickey Howard, 2009. "Beyond products and services: shifting value generation in the automotive supply chain," International Journal of Automotive Technology and Management, Inderscience Enterprises Ltd, vol. 9(1), pages 4-17.
    102. Peter ven de Ven & Anne Harrison & Barbara Fraumeni & Robin Lynch & Bent Thage, 2017. "Maintaining the National Accounts as Official Statistics," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 411-436, December.
    103. Richey Jr., R. Glenn & Tokman, Mert & Skinner, Lauren R., 2008. "Exploring collaborative technology utilization in retailer-supplier performance," Journal of Business Research, Elsevier, vol. 61(8), pages 842-849, August.
    104. John T. Addison & Joachim Wagner, 1994. "UK Unionism and Innovative Activity: Some Cautionary Remarks on the Basis of a Simple Cross-country Test," British Journal of Industrial Relations, London School of Economics, vol. 32(1), pages 85-98, March.
    105. Paloma L�pez-Garc�a & Jos� Manuel Montero & Enrique Moral-Benito, 2013. "Business Cycles and Investment in Productivity-Enhancing Activities: Evidence from Spanish Firms," Industry and Innovation, Taylor & Francis Journals, vol. 20(7), pages 611-636, October.
    106. Peter ven de Ven & Anne Harrison & Barbara Fraumeni & Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio, 2017. "Public Intangibles: The Public Sector and Economic Growth in the SNA," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 355-380, December.
    107. Tahir M. Nisar, 2006. "Bonuses and Investment in Intangibles," Journal of Labor Research, Transaction Publishers, vol. 27(3), pages 381-395, June.
    108. Susanto Basu & John G. Fernald, 2008. "Information and communications technology as a general purpose technology: evidence from U.S. industry data," Economic Review, Federal Reserve Bank of San Francisco, pages 1-15.
    109. repec:aud:audfin:v:20:y:2018:i:49:p:616 is not listed on IDEAS
    110. Ilayda Nemlioglu & Sushanta K. Mallick, 2017. "Do Managerial Practices Matter in Innovation and Firm Performance Relations? New Evidence from the UK," European Financial Management, European Financial Management Association, vol. 23(5), pages 1016-1061, October.
    111. Daria Ciriaci, 2017. "Intangible resources: the relevance of training for European firms’ innovative performance," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 34(1), pages 31-54, April.
    112. Yongkil Ahn, 2019. "Intangible capital, volatility shock, and the value premium," The Financial Review, Eastern Finance Association, vol. 54(4), pages 739-762, November.
    113. Aleš Berk & Robert Kaše, 2010. "Establishing the Value of Flexibility Created by Training: Applying Real Options Methodology to a Single HR Practice," Organization Science, INFORMS, vol. 21(3), pages 765-780, June.
    114. Robert Wieser, 2005. "Research And Development Productivity And Spillovers: Empirical Evidence At The Firm Level," Journal of Economic Surveys, Wiley Blackwell, vol. 19(4), pages 587-621, September.
    115. Gérard Ballot & Fathi Fakhfakh & Erol Taymaz, 2006. "Who Benefits from Training and R&D, the Firm or the Workers?," British Journal of Industrial Relations, London School of Economics, vol. 44(3), pages 473-495, September.
    116. Ilaria Gandin & Claudio Cozza, 2019. "Can we predict firms’ innovativeness? The identification of innovation performers in an Italian region through a supervised learning approach," PLOS ONE, Public Library of Science, vol. 14(6), pages 1-16, June.
    117. Angulo-Ruiz, Fernando & Donthu, Naveen & Prior, Diego & Rialp, Josep, 2018. "How does marketing capability impact abnormal stock returns? The mediating role of growth," Journal of Business Research, Elsevier, vol. 82(C), pages 19-30.
    118. Alexandru –Mircea Nedelea & Marilena Mironiuc & Maria Carmen Huian & Mihaela B?rsan & Maria Viorica Bedrule-Grigoruta, 2018. "Modeled Interdependencies between Intellectual Capital, Circular Economy and Economic Growth in the Context of Bioeconomy," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 20(49), pages 616-616, August.
    119. 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)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ziesemer, Thomas, 2021. "Labour-augmenting technical change data for alternative elasticities of substitution, growth, slowdown, and distribution dynamics," MERIT Working Papers 2021-003, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).

    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. Roth, Felix, 2019. "Intangible Capital and Labour Productivity Growth: A Review of the Literature," Hamburg Discussion Papers in International Economics 4, University of Hamburg, Chair of International Economics.
    2. Matthias Firgo & Peter Mayerhofer, 2015. "Wissens-Spillovers und regionale Entwicklung - welche strukturpolitische Ausrichtung optimiert des Wachstum?," Working Paper Reihe der AK Wien - Materialien zu Wirtschaft und Gesellschaft 144, Kammer für Arbeiter und Angestellte für Wien, Abteilung Wirtschaftswissenschaft und Statistik.
    3. Ugur, Mehmet & Trushin, Eshref & Solomon, Edna & Guidi, Francesco, 2016. "R&D and productivity in OECD firms and industries: A hierarchical meta-regression analysis," Research Policy, Elsevier, vol. 45(10), pages 2069-2086.
    4. Matthias Firgo & Peter Mayerhofer, 2015. "Wissensintensive Unternehmensdienste, Wissens-Spillovers und regionales Wachstum. Teilprojekt 1: Wissens-Spillovers und regionale Entwicklung – Welche strukturpolitische Ausrichtung optimiert das Wach," WIFO Studies, WIFO, number 58342, June.
    5. Elif Bascavusoglu-Moreau & Qian Cher Li, 2013. "Knowledge Spillovers & Sources of Knowledge in the Manufacturing Sector: Literature Review & Empirical Evidence for the UK," Working Papers wp451, Centre for Business Research, University of Cambridge.
    6. López-Pueyo, Carmen & Barcenilla-Visús, Sara & Sanaú, Jaime, 2008. "International R&D spillovers and manufacturing productivity: A panel data analysis," Structural Change and Economic Dynamics, Elsevier, vol. 19(2), pages 152-172, June.
    7. Edquist, Harald & Henrekson, Magnus, 2017. "Swedish lessons: How important are ICT and R&D to economic growth?," Structural Change and Economic Dynamics, Elsevier, vol. 42(C), pages 1-12.
    8. Giuseppe Medda & Claudio Piga, 2014. "Technological spillovers and productivity in Italian manufacturing firms," Journal of Productivity Analysis, Springer, vol. 41(3), pages 419-434, June.
    9. Li, Qing & Vo, Long Hai & Wu, Yanrui, 2019. "Intangible capital distribution in China," Economic Systems, Elsevier, vol. 43(2), pages 1-1.
    10. Iancu, Aurel, 2009. "Real Economic Convergence," Working Papers of National Institute for Economic Research 090104, Institutul National de Cercetari Economice (INCE).
    11. G. Medda & C. Piga, 2004. "R&S e spillover industriali: un'analisi sulle imprese italiane," Working Paper CRENoS 200406, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    12. Andrea Bonaccorsi & Cinzia Daraio, 2013. "Knowledge spillover effects at the sub-regional level. Theory and estimation," DIAG Technical Reports 2013-13, Department of Computer, Control and Management Engineering, Universita' degli Studi di Roma "La Sapienza".
    13. Ludovic Dibiaggio & Benjamin Montmartin & Lionel Nesta, 2018. "Regional Alignment and Productivity Growth," GREDEG Working Papers 2018-18, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
    14. Edquist, Harald & Henrekson, Magnus, 2017. "Do R&D and ICT affect total factor productivity growth differently?," Telecommunications Policy, Elsevier, vol. 41(2), pages 106-119.
    15. Goldin, Ian & Koutroumpis, Pantelis & Lafond, François & Winkler, Julian, 2020. "Why is productivity slowing down?," MPRA Paper 99172, University Library of Munich, Germany.
    16. Bettina Becker, 2013. "The Determinants of R&D Investment: A Survey of the Empirical Research," Discussion Paper Series 2013_09, Department of Economics, Loughborough University, revised Sep 2013.
    17. Roth, Felix & Sen, Ali, 2021. "Intangible Capital and Labor Productivity Growth: Revisiting the Evidence," Hamburg Discussion Papers in International Economics 10, University of Hamburg, Chair of International Economics.
    18. 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.
    19. Ernest Miguélez & Rosina Moreno, 2013. "Do Labour Mobility and Technological Collaborations Foster Geographical Knowledge Diffusion? The Case of European Regions," Growth and Change, Wiley Blackwell, vol. 44(2), pages 321-354, June.
    20. Turnovsky, S., 2000. "Growth in an Open Economy: some Recent Developments," Papers 5, Warwick - Development Economics Research Centre.

    More about this item

    Keywords

    Productivity; Intangibles; Servitisation; Innovation; R&D; Open Innovation; IPR; Knowledge diffusion; Economic growth; Productivity Paradox; Big data; Large data sets; data collection;
    All these keywords.

    JEL classification:

    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
    • C80 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - General
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • L80 - Industrial Organization - - Industry Studies: Services - - - General
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital
    • O36 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Open Innovation
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

    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:unm:unumer:2020050. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: . General contact details of provider: https://edirc.repec.org/data/meritnl.html .

    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: Ad Notten (email available below). General contact details of provider: https://edirc.repec.org/data/meritnl.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.