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Lessons from three decades of IT productivity research: towards a better understanding of IT-induced productivity effects

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  • Stefan Schweikl

    (University of Passau)

  • Robert Obermaier

    (University of Passau)

Abstract

New developments in the fields of artificial intelligence or robotics are receiving considerable attention from businesses, as they promise astonishing gains in process efficiency—sparking a surge of corporate investments in new, digital technologies. Yet, firms did not become per se more productive, as labor productivity growth in various industrial nations has decelerated in recent years. The fact that the adoption of innovative technologies is not accompanied by productivity increases has already been observed during the dawn of the computer age and became known as Solow’s Paradox. Thus, this paper takes stock of what is known about the Solow Paradox, before incorporating the findings into the debate of the current productivity slowdown. Based on an in-depth review of 86 empirical studies at the firm level, this paper uncovers various reasons for the emergence of the Solow Paradox, debates its following reversal marked by the occurrence of excess returns and deduces a model of factors influencing the returns on IT investments. Based on these insights, four overarching explanations of the modern productivity paradox namely adjustment delays, measurement issues, exaggerated expectations and mismanagement are discussed, whereby mismanagement emerges as a currently neglected, but focal issue.

Suggested Citation

  • 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.
  • Handle: RePEc:spr:manrev:v:70:y:2020:i:4:d:10.1007_s11301-019-00173-6
    DOI: 10.1007/s11301-019-00173-6
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    1. Erik Brynjolfsson & Daniel Rock & Chad Syverson, 2021. "The Productivity J-Curve: How Intangibles Complement General Purpose Technologies," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(1), pages 333-372, January.
    2. 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, April.
    3. 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.
    4. Nicholas Bloom & Charles I. Jones & John Van Reenen & Michael Webb, 2020. "Are Ideas Getting Harder to Find?," American Economic Review, American Economic Association, vol. 110(4), pages 1104-1144, April.
    5. Nirup M. Menon & Byungtae Lee & Leslie Eldenburg, 2000. "Productivity of Information Systems in the Healthcare Industry," Information Systems Research, INFORMS, vol. 11(1), pages 83-92, March.
    6. Robert J. Gordon, 2004. "Five Puzzles in the Behavior of Productivity, Investment, and Innovation," NBER Working Papers 10660, National Bureau of Economic Research, Inc.
    7. Nicholas Crafts, 2004. "Steam as a general purpose technology: A growth accounting perspective," Economic Journal, Royal Economic Society, vol. 114(495), pages 338-351, April.
    8. Nathalie Greenana & Jacques Mairesse, 2000. "Computers And Productivity In France: Some Evidence," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 9(3), pages 275-315.
    9. Georg Licht & Dietmar Moch, 1999. "Innovationa and information technology in services," Canadian Journal of Economics, Canadian Economics Association, vol. 32(2), pages 363-383, April.
    10. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    11. Schick, Allen G. & Gordon, Lawrence A. & Haka, Susan, 1990. "Information overload: A temporal approach," Accounting, Organizations and Society, Elsevier, vol. 15(3), pages 199-220.
    12. Robert J. Gordon, 2000. "Does the "New Economy" Measure Up to the Great Inventions of the Past?," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 49-74, Fall.
    13. repec:adr:anecst:y:2005:i:79-80:p:20 is not listed on IDEAS
    14. Peter Gal & Giuseppe Nicoletti & Theodore Renault & Stéphane Sorbe & Christina Timiliotis, 2019. "Digitalisation and productivity: In search of the holy grail – Firm-level empirical evidence from EU countries," OECD Economics Department Working Papers 1533, OECD Publishing.
    15. 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.
    16. Martin Neil Baily & Robert J. Gordon, 1988. "The Productivity Slowdown, Measurement Issues, and the Explosion of Computer Power," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(2), pages 347-432.
    17. Jack E. Triplett, 1999. "The Solow productivity paradox: what do computers do to productivity?," Canadian Journal of Economics, Canadian Economics Association, vol. 32(2), pages 309-334, April.
    18. Mark Doms & Ron Jarmin & Shawn Klimek, 2004. "Information technology investment and firm performance in US retail trade," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 13(7), pages 595-613.
    19. David Autor & David Dorn & Lawrence F Katz & Christina Patterson & John Van Reenen, 2020. "The Fall of the Labor Share and the Rise of Superstar Firms [“Automation and New Tasks: How Technology Displaces and Reinstates Labor”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 645-709.
    20. David M. Byrne & John G. Fernald & Marshall B. Reinsdorf, 2016. "Does the United States Have a Productivity Slowdown or a Measurement Problem?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 47(1 (Spring), pages 109-182.
    21. Metka Stare & Andreja Jaklič & Patricia Kotnik, 2006. "Exploiting ICT potential in service firms in transition economies," The Service Industries Journal, Taylor & Francis Journals, vol. 26(3), pages 287-302, April.
    22. Bill Lehr & Frank Lichtenberg, 1999. "Information technology and its impact on firm-level productivity: evidence from government and private data sources, 1977-1993," Canadian Journal of Economics, Canadian Economics Association, vol. 32(2), pages 335-362, April.
    23. 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.
    24. Irene Bertschek & Ulrich Kaiser, 2004. "Productivity Effects of Organizational Change: Microeconometric Evidence," Management Science, INFORMS, vol. 50(3), pages 394-404, March.
    25. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The Skill Content of Recent Technological Change: An Empirical Exploration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1279-1333.
    26. Anandhi S. Bharadwaj & Sundar G. Bharadwaj & Benn R. Konsynski, 1999. "Information Technology Effects on Firm Performance as Measured by Tobin's q," Management Science, INFORMS, vol. 45(7), pages 1008-1024, July.
    27. Saeed Moshiri & Wayne Simpson, 2011. "Information technology and the changing workplace in Canada: firm-level evidence," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 20(6), pages 1601-1636, December.
    28. Jinhyung Lee & Jeffrey S. McCullough & Robert J. Town, 2013. "The impact of health information technology on hospital productivity," RAND Journal of Economics, RAND Corporation, vol. 44(3), pages 545-568, September.
    29. Luo, Yadong & Bu, Juan, 2016. "How valuable is information and communication technology? A study of emerging economy enterprises," Journal of World Business, Elsevier, vol. 51(2), pages 200-211.
    30. Stephan Kudyba & Romesh Diwan, 2002. "Research Report: Increasing Returns to Information Technology," Information Systems Research, INFORMS, vol. 13(1), pages 104-111, March.
    31. Stuart Macdonald & Pat Anderson & Dieter Kimbel, 2000. "Measurement or Management?: Revisiting the Productivity Paradox of Information Technology," Vierteljahrshefte zur Wirtschaftsforschung / Quarterly Journal of Economic Research, DIW Berlin, German Institute for Economic Research, vol. 69(4), pages 601-617.
    32. Timothy Dunne & Lucia Foster & John Haltiwanger & Kenneth R. Troske, 2004. "Wage and Productivity Dispersion in United States Manufacturing: The Role of Computer Investment," Journal of Labor Economics, University of Chicago Press, vol. 22(2), pages 397-430, April.
    33. Anitesh Barua & Charles H. Kriebel & Tridas Mukhopadhyay, 1995. "Information Technologies and Business Value: An Analytic and Empirical Investigation," Information Systems Research, INFORMS, vol. 6(1), pages 3-23, March.
    34. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    35. Nicholas Bloom & Raffaella Sadun & John Van Reenen, 2012. "Americans Do IT Better: US Multinationals and the Productivity Miracle," American Economic Review, American Economic Association, vol. 102(1), pages 167-201, February.
    36. 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.
    37. Diewert, Erwin & FOX, Kevin J. Fox & SCHREYER, Paul, 2017. "The Digital Economy, New Products and Consumer Welfare," Microeconomics.ca working papers erwin_diewert-2017-12, Vancouver School of Economics, revised 14 Dec 2017.
    38. Dale W. Jorgenson & Kevin J. Stiroh, 2000. "Raising the Speed Limit: U.S. Economic Growth in the Information Age," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 31(1), pages 125-236.
    39. Alexandra Spitz-Oener, 2006. "Technical Change, Job Tasks, and Rising Educational Demands: Looking outside the Wage Structure," Journal of Labor Economics, University of Chicago Press, vol. 24(2), pages 235-270, April.
    40. James Y. L. Thong & Chee-Sing Yap & K. S. Raman, 1996. "Top Management Support, External Expertise and Information Systems Implementation in Small Businesses," Information Systems Research, INFORMS, vol. 7(2), pages 248-267, June.
    41. Young Bong Chang & Vijay Gurbaxani, 2013. "An Empirical Analysis of Technical Efficiency: The Role of IT Intensity and Competition," Information Systems Research, INFORMS, vol. 24(3), pages 561-578, September.
    42. 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.
    43. Sarv Devaraj & Rajiv Kohli, 2003. "Performance Impacts of Information Technology: Is Actual Usage the Missing Link?," Management Science, INFORMS, vol. 49(3), pages 273-289, March.
    44. 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.
    45. 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.
    46. 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.
    47. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    48. Paola Giuri & Salvatore Torrisi & Natalia Zinovyeva, 2008. "ICT, skills, and organizational change: evidence from Italian manufacturing firms," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 17(1), pages 29-64, February.
    49. Russell L. Ackoff, 1967. "Management Misinformation Systems," Management Science, INFORMS, vol. 14(4), pages 147-156, December.
    50. Christian Fisch & Joern Block, 2018. "Six tips for your (systematic) literature review in business and management research," Management Review Quarterly, Springer, vol. 68(2), pages 103-106, April.
    51. Wilson, Daniel J., 2009. "IT and Beyond: The Contribution of Heterogeneous Capital to Productivity," Journal of Business & Economic Statistics, American Statistical Association, vol. 27, pages 52-70.
    52. Dan Andrews & Chiara Criscuolo & Peter N. Gal, 2016. "The Best versus the Rest: The Global Productivity Slowdown, Divergence across Firms and the Role of Public Policy," OECD Productivity Working Papers 5, OECD Publishing.
    53. Qing Hu & Robert Plant, 2001. "An Empirical Study of the Casual Relationship Between IT Investment and Firm Performance," Information Resources Management Journal (IRMJ), IGI Global, vol. 14(3), pages 15-26, July.
    54. L. Becchetti & David Bedoya & L. Paganetto, 2003. "ICT Investment, Productivity and Efficiency: Evidence at Firm Level Using a Stochastic Frontier Approach," Journal of Productivity Analysis, Springer, vol. 20(2), pages 143-167, September.
    55. Erik Brynjolfsson & Lorin M. Hitt, 2003. "Computing Productivity: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 793-808, November.
    56. Castiglione, Concetta & Infante, Davide, 2014. "ICTs and time-span in technical efficiency gains. A stochastic frontier approach over a panel of Italian manufacturing firms," Economic Modelling, Elsevier, vol. 41(C), pages 55-65.
    57. William D. Nordhaus, 2021. "Are We Approaching an Economic Singularity? Information Technology and the Future of Economic Growth," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(1), pages 299-332, January.
    58. Simon Commander & Rupert Harrison & Naercio Menezes-Filho, 2011. "ICT and Productivity in Developing Countries: New Firm-Level Evidence from Brazil and India," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 528-541, May.
    59. Sanjeev Dewan & Chung-ki Min, 1997. "The Substitution of Information Technology for Other Factors of Production: A Firm Level Analysis," Management Science, INFORMS, vol. 43(12), pages 1660-1675, December.
    60. Polák, Petr, 2017. "The productivity paradox: A meta-analysis," Information Economics and Policy, Elsevier, vol. 38(C), pages 38-54.
    61. 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.
    62. Rajiv Kohli & Sarv Devaraj, 2003. "Measuring Information Technology Payoff: A Meta-Analysis of Structural Variables in Firm-Level Empirical Research," Information Systems Research, INFORMS, vol. 14(2), pages 127-145, June.
    63. Khanna, Rupika & Sharma, Chandan, 2018. "Testing the effect of investments in IT and R&D on labour productivity: New method and evidence for Indian firms," Economics Letters, Elsevier, vol. 173(C), pages 30-34.
    64. Peter Weill, 1992. "The Relationship Between Investment in Information Technology and Firm Performance: A Study of the Valve Manufacturing Sector," Information Systems Research, INFORMS, vol. 3(4), pages 307-333, December.
    65. Ajay Agrawal & Joshua Gans & Avi Goldfarb, 2019. "The Economics of Artificial Intelligence: An Agenda," NBER Books, National Bureau of Economic Research, Inc, number agra-1.
    66. Sanjeev Dewan & Kenneth L. Kraemer, 2000. "Information Technology and Productivity: Evidence from Country-Level Data," Management Science, INFORMS, vol. 46(4), pages 548-562, April.
    67. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    68. Byungtae Lee & Anitesh Barua, 1999. "An Integrated Assessment of Productivity and Efficiency Impacts of Information Technology Investments: Old Data, New Analysis and Evidence," Journal of Productivity Analysis, Springer, vol. 12(1), pages 21-43, August.
    69. 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.
    70. Kevin J. Stiroh, 2005. "Reassessing the Impact of IT in the Production Function: A Meta-Analysis and Sensitivity Tests," Annals of Economics and Statistics, GENES, issue 79-80, pages 529-561.
    71. Lynn Wu & Fujie Jin & Lorin M. Hitt, 2018. "Are All Spillovers Created Equal? A Network Perspective on Information Technology Labor Movements," Management Science, INFORMS, vol. 64(7), pages 3168-3186, July.
    72. William Lehr & Frank R. Lichtenberg, 1998. "Computer Use and Productivity Growth in US Federal Government Agencies, 1987–92," Journal of Industrial Economics, Wiley Blackwell, vol. 46(2), pages 257-279, June.
    73. Frey, Carl Benedikt & Osborne, Michael A., 2017. "The future of employment: How susceptible are jobs to computerisation?," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 254-280.
    74. Ross, Stephen A, 1973. "The Economic Theory of Agency: The Principal's Problem," American Economic Review, American Economic Association, vol. 63(2), pages 134-139, May.
    75. Sanjeev Dewan & Charles Shi & Vijay Gurbaxani, 2007. "Investigating the Risk-Return Relationship of Information Technology Investment: Firm-Level Empirical Analysis," Management Science, INFORMS, vol. 53(12), pages 1829-1842, December.
    76. Cliff J. Huang & Tsu-Tan Fu & Hung-Pin Lai & Yung-Lieh Yang, 2017. "Semiparametric smooth coefficient quantile estimation of the production profile," Empirical Economics, Springer, vol. 52(1), pages 373-392, February.
    77. Amit, Raphael & Zott, Christoph, 2010. "Business model innovation: Creating value in times of change," IESE Research Papers D/870, IESE Business School.
    78. David, Paul A, 1990. "The Dynamo and the Computer: An Historical Perspective on the Modern Productivity Paradox," American Economic Review, American Economic Association, vol. 80(2), pages 355-361, May.
    79. Prasanna Tambe & Lorin M. Hitt & Erik Brynjolfsson, 2012. "The Extroverted Firm: How External Information Practices Affect Innovation and Productivity," Management Science, INFORMS, vol. 58(5), pages 843-859, May.
    80. W. Erwin Diewert & Kevin J. Fox, 1999. "Can measurement error explain the productivity paradox?," Canadian Journal of Economics, Canadian Economics Association, vol. 32(2), pages 251-280, April.
    81. Tai-Hsin Huang, 2005. "A Study on the Productivities of IT Capital and Computer Labor: Firm-level Evidence from Taiwan’s Banking Industry," Journal of Productivity Analysis, Springer, vol. 24(3), pages 241-257, November.
    82. 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.
    83. Prasanna Tambe & Lorin M. Hitt, 2012. "The Productivity of Information Technology Investments: New Evidence from IT Labor Data," Information Systems Research, INFORMS, vol. 23(3-part-1), pages 599-617, September.
    84. repec:bla:jindec:v:46:y:1998:i:2:p:257-79 is not listed on IDEAS
    85. Shyamal K. Chowdhury, 2006. "Investments in ICT-capital and economic performance of small and medium scale enterprises in East Africa," Journal of International Development, John Wiley & Sons, Ltd., vol. 18(4), pages 533-552.
    86. Sinan Aral & Peter Weill, 2007. "IT Assets, Organizational Capabilities, and Firm Performance: How Resource Allocations and Organizational Differences Explain Performance Variation," Organization Science, INFORMS, vol. 18(5), pages 763-780, October.
    87. Anitesh Barua & Byungtae Lee, 1997. "An Economic Analysis of the Introduction of an Electronic Data Interchange System," Information Systems Research, INFORMS, vol. 8(4), pages 398-422, December.
    88. Agrawal, Ajay & Gans, Joshua & Goldfarb, Avi (ed.), 2019. "The Economics of Artificial Intelligence," National Bureau of Economic Research Books, University of Chicago Press, number 9780226613338, September.
    89. Liu, Ting-Kun & Chen, Jong-Rong & Huang, Cliff J. & Yang, Chih-Hai, 2014. "Revisiting the productivity paradox: A semiparametric smooth coefficient approach based on evidence from Taiwan," Technological Forecasting and Social Change, Elsevier, vol. 81(C), pages 300-308.
    90. Byrd, T. A. & Marshall, T. E., 1997. "Relating information technology investment to organizational performance: a causal model analysis," Omega, Elsevier, vol. 25(1), pages 43-56, February.
    91. Paul Chwelos & Ronald Ramirez & Kenneth L. Kraemer & Nigel P. Melville, 2010. "Research Note ---Does Technological Progress Alter the Nature of Information Technology as a Production Input? New Evidence and New Results," Information Systems Research, INFORMS, vol. 21(2), pages 392-408, June.
    92. 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.
    93. Erik Brynjolfsson & Lorin Hitt, 1996. "Paradox Lost? Firm-Level Evidence on the Returns to Information Systems Spending," Management Science, INFORMS, vol. 42(4), pages 541-558, April.
    94. Arvanitis, Spyros & Loukis, Euripidis N., 2009. "Information and communication technologies, human capital, workplace organization and labour productivity: A comparative study based on firm-level data for Greece and Switzerland," Information Economics and Policy, Elsevier, vol. 21(1), pages 43-61, February.
    95. Young Bong Chang & Vijay Gurbaxani, 2012. "The Impact of IT-Related Spillovers on Long-Run Productivity: An Empirical Analysis," Information Systems Research, INFORMS, vol. 23(3-part-2), pages 868-886, September.
    96. Mehmet Yorukoglu, 1998. "The Information Technology Productivity Paradox," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 1(2), pages 551-592, April.
    97. Rai, A. & Patnayakuni, R. & Patnayakuni, N., 1996. "Refocusing where and how IT value is realized: An empirical investigation," Omega, Elsevier, vol. 24(4), pages 399-412, August.
    98. Willcocks, Leslie & Lester, Stephanie, 1996. "Beyond the IT productivity paradox," European Management Journal, Elsevier, vol. 14(3), pages 279-290, June.
    99. Radner, Roy, 1993. "The Organization of Decentralized Information Processing," Econometrica, Econometric Society, vol. 61(5), pages 1109-1146, September.
    Full references (including those not matched with items on IDEAS)

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    14. Neeraj Mittal & Barrie R. Nault, 2009. "Research Note ---Investments in Information Technology: Indirect Effects and Information Technology Intensity," Information Systems Research, INFORMS, vol. 20(1), pages 140-154, March.
    15. Pedersen, Torben & Scedrova, Anna & Grecu, Alina, 2022. "The effects of IT investments and skilled labor on firms’ value added," Technovation, Elsevier, vol. 116(C).
    16. Czarnitzki, Dirk & Fernández, Gastón P. & Rammer, Christian, 2023. "Artificial intelligence and firm-level productivity," Journal of Economic Behavior & Organization, Elsevier, vol. 211(C), pages 188-205.
    17. Hemant K. Bhargava & Abhay Nath Mishra, 2014. "Electronic Medical Records and Physician Productivity: Evidence from Panel Data Analysis," Management Science, INFORMS, vol. 60(10), pages 2543-2562, October.
    18. Hüseyin Taştan & Feride Gönel, 2020. "ICT labor, software usage, and productivity: firm-level evidence from Turkey," Journal of Productivity Analysis, Springer, vol. 53(2), pages 265-285, April.
    19. Konings, Jozef & Dhyne, Emmanuel & Van den bosch, Jeroen & ,, 2018. "The Return on Information Technology: Who Benefits Most?," CEPR Discussion Papers 13246, C.E.P.R. Discussion Papers.
    20. Frank Nagle, 2019. "Open Source Software and Firm Productivity," Management Science, INFORMS, vol. 65(3), pages 1191-1215, March.

    More about this item

    Keywords

    IT investment; Information technology; Productivity; IT productivity paradox; Solow Paradox; Industry 4.0;
    All these keywords.

    JEL classification:

    • A12 - General Economics and Teaching - - General Economics - - - Relation of Economics to Other Disciplines
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • 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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