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Published in: Management Review Quarterly 4/2020

14-10-2019

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

Authors: Stefan Schweikl, Robert Obermaier

Published in: Management Review Quarterly | Issue 4/2020

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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.
Footnotes
1
For an excellent discussion of parametric and non-parametric approaches, see Cardona et al. (2013).
 
2
Because of this broad definition, the terms IT and information and communication technology (ICT) are used interchangeably within this work.
 
3
The search process was last updated on 20 February 2019.
 
4
Rational managers should invest in an input factor until an additional unit of the input creates no more value than its costs, resulting in a net marginal product of zero. Therefore, if the marginal returns outweigh the marginal costs, the difference is referred to as an excess marginal product or excess return (see Lehr and Lichtenberg 1999).
 
5
Weil (2007) further disaggregated IT-Investments into infrastructural, informational, transactional and strategic ones.
 
6
These categories are quite similar to the ones proposed by Brynjolfsson (1993), but contain different sub-categories.
 
7
Meaning a “faster automation than socially desirable” (Acemoglu and Restrepo 2019, p. 210).
 
Literature
go back to reference Abernathy WJ (1978) The productivity dilemma: Roadlock to innovation in the automobile industry. Johns Hopkins University Press, Baltimore Abernathy WJ (1978) The productivity dilemma: Roadlock to innovation in the automobile industry. Johns Hopkins University Press, Baltimore
go back to reference *Aboal D, Tacsir E (2018) Innovation and productivity in services and manufacturing: the role of ICT. Ind Corp Change 27:221–241 *Aboal D, Tacsir E (2018) Innovation and productivity in services and manufacturing: the role of ICT. Ind Corp Change 27:221–241
go back to reference Abrahamson E (1991) Managerial fads and fashions: the diffusion and rejection of innovations. Acad Manag Rev 16:586–612 Abrahamson E (1991) Managerial fads and fashions: the diffusion and rejection of innovations. Acad Manag Rev 16:586–612
go back to reference Abrahamson E (1996) Management fashion. Acad Manag Rev 21:254–285 Abrahamson E (1996) Management fashion. Acad Manag Rev 21:254–285
go back to reference Acemoglu D, Restrepo P (2019) Artificial intelligence, automation and work. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 197–236 Acemoglu D, Restrepo P (2019) Artificial intelligence, automation and work. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 197–236
go back to reference Acemoglu D, Restrepo P (2018) The race between man and machine: implications of technology for growth, factor shares, and employment. Am Econ Rev 108:1488–1542 Acemoglu D, Restrepo P (2018) The race between man and machine: implications of technology for growth, factor shares, and employment. Am Econ Rev 108:1488–1542
go back to reference Acemoglu D, Dorn D, Hanson GH, Price B (2014) Return of the Solow paradox? IT, productivity, and employment in US manufacturing. Am Econ Rev 104:394–399 Acemoglu D, Dorn D, Hanson GH, Price B (2014) Return of the Solow paradox? IT, productivity, and employment in US manufacturing. Am Econ Rev 104:394–399
go back to reference Ackoff RL (1967) Management misinformation systems. Manag Sci 14:B-147–B-156 Ackoff RL (1967) Management misinformation systems. Manag Sci 14:B-147–B-156
go back to reference Aghion P, Jones BF, Jones CI (2019) Artificial intelligence and economic growth. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 237–282 Aghion P, Jones BF, Jones CI (2019) Artificial intelligence and economic growth. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 237–282
go back to reference Agarwal R, Audretsch D, Sarkar MB (2010) Knowledge spillovers and strategic entrepreneurship. Strateg Entrep J 4:271–283 Agarwal R, Audretsch D, Sarkar MB (2010) Knowledge spillovers and strategic entrepreneurship. Strateg Entrep J 4:271–283
go back to reference Agrawal AK, McHale J, Oettl A (2019a) Finding needles in haystacks: artificial intelligence and recombinant growth. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 149–174 Agrawal AK, McHale J, Oettl A (2019a) Finding needles in haystacks: artificial intelligence and recombinant growth. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 149–174
go back to reference Agrawal AK, Gans JS, Goldfarb A (2019b) Exploring the impact of artificial intelligence: prediction versus judgment. Econ Policy 47:1–6 Agrawal AK, Gans JS, Goldfarb A (2019b) Exploring the impact of artificial intelligence: prediction versus judgment. Econ Policy 47:1–6
go back to reference Alpar P, Kim M (1990) A microeconomic approach to the measurement of information technology value. J Manag Inf Syst 7:55–69 Alpar P, Kim M (1990) A microeconomic approach to the measurement of information technology value. J Manag Inf Syst 7:55–69
go back to reference Amit R, Zott C (2010) Business model innovation: creating value in times of change. Working paper Amit R, Zott C (2010) Business model innovation: creating value in times of change. Working paper
go back to reference Anderson MC, Banker RD, Ravindran S (2003) The new productivity paradox. Commun ACM 46:91–94 Anderson MC, Banker RD, Ravindran S (2003) The new productivity paradox. Commun ACM 46:91–94
go back to reference Andrews D, Criscuolo C, Gal PN (2016) The best versus the rest: the global productivity slowdown, divergence across firms and the role of public policy. OECD working paper Andrews D, Criscuolo C, Gal PN (2016) The best versus the rest: the global productivity slowdown, divergence across firms and the role of public policy. OECD working paper
go back to reference Aral S, Weill P (2007) IT assets, organizational capabilities, and firm performance: how resource allocations and organizational differences explain performance variation. Organ Sci 18:763–780 Aral S, Weill P (2007) IT assets, organizational capabilities, and firm performance: how resource allocations and organizational differences explain performance variation. Organ Sci 18:763–780
go back to reference Arrow KJ (1962) The economic implications of learning by doing. Rev Econ Stud 29:155–173 Arrow KJ (1962) The economic implications of learning by doing. Rev Econ Stud 29:155–173
go back to reference Arvanitis S, Loukis EN (2009) Information and communication technologies, human capital, workplace organization and labour productivity: a comparative study based on firm-level data for Greece and Switzerland. Inf Econ Policy 21:43–61 Arvanitis S, Loukis EN (2009) Information and communication technologies, human capital, workplace organization and labour productivity: a comparative study based on firm-level data for Greece and Switzerland. Inf Econ Policy 21:43–61
go back to reference Autor DH, Dorn D, Katz LF, Patterson C, van Reenen J (2017) The fall of the labor share and the rise of superstar firms. NBER Working paper no. w23396 Autor DH, Dorn D, Katz LF, Patterson C, van Reenen J (2017) The fall of the labor share and the rise of superstar firms. NBER Working paper no. w23396
go back to reference Autor DH, Levy F, Murnane RJ (2003) The skill content of recent technological change: an empirical exploration. Q J Econ 118:1279–1333 Autor DH, Levy F, Murnane RJ (2003) The skill content of recent technological change: an empirical exploration. Q J Econ 118:1279–1333
go back to reference *Badescu M, Garcés-Ayerbe C (2009) The impact of information technologies on firm productivity: empirical evidence from Spain. Technovation 29:122–129 *Badescu M, Garcés-Ayerbe C (2009) The impact of information technologies on firm productivity: empirical evidence from Spain. Technovation 29:122–129
go back to reference Baily MN, Gordon RJ, Nordhaus WD, Romer D (1988) The productivity slowdown, measurement issues, and the explosion of computer power. Brookings Pap Econ Act 1988:347–431 Baily MN, Gordon RJ, Nordhaus WD, Romer D (1988) The productivity slowdown, measurement issues, and the explosion of computer power. Brookings Pap Econ Act 1988:347–431
go back to reference *Baker J, Song J, Jones DR (2017) Closing the loop: empirical evidence for a positive feedback model of IT business value creation. J Strateg Inf Syst 26:142–160 *Baker J, Song J, Jones DR (2017) Closing the loop: empirical evidence for a positive feedback model of IT business value creation. J Strateg Inf Syst 26:142–160
go back to reference *Baker J, Song J, Jones DR, Ford EW (2008) Information systems and healthcare XXIX: information technology investments and returns—uniqueness in the healthcare industry. Commun Assoc Inf Syst 23:375–392 *Baker J, Song J, Jones DR, Ford EW (2008) Information systems and healthcare XXIX: information technology investments and returns—uniqueness in the healthcare industry. Commun Assoc Inf Syst 23:375–392
go back to reference Barney J (1991) Firm resources and sustained competitive advantage. J Manag 17:99–120 Barney J (1991) Firm resources and sustained competitive advantage. J Manag 17:99–120
go back to reference *Barua A, Lee B (1997) An economic analysis of the introduction of an electronic data interchange system. Inf Syst Res 8:398–422 *Barua A, Lee B (1997) An economic analysis of the introduction of an electronic data interchange system. Inf Syst Res 8:398–422
go back to reference Barua A, Kriebel CH, Mukhopadhyay T (1995) Information technologies and business value: an analytic and empirical investigation. Inf Syst Res 6:3–23 Barua A, Kriebel CH, Mukhopadhyay T (1995) Information technologies and business value: an analytic and empirical investigation. Inf Syst Res 6:3–23
go back to reference Bauer J, Jannach D (2018) Optimal pricing in e-commerce based on sparse and noisy data. Decis Support Syst 106:53–63 Bauer J, Jannach D (2018) Optimal pricing in e-commerce based on sparse and noisy data. Decis Support Syst 106:53–63
go back to reference *Becchetti L, Dal Bedoya, Paganetto L (2003) ICT Investment, productivity and efficiency: evidence at firm-level using a stochastic frontier approach. J Prod Anal 20:143–167 *Becchetti L, Dal Bedoya, Paganetto L (2003) ICT Investment, productivity and efficiency: evidence at firm-level using a stochastic frontier approach. J Prod Anal 20:143–167
go back to reference Berman SJ (2012) Digital transformation: opportunities to create new business models. Strategy Leadersh 40:16–24 Berman SJ (2012) Digital transformation: opportunities to create new business models. Strategy Leadersh 40:16–24
go back to reference *Bertschek I, Kaiser U (2004) Productivity effects of organizational change: microeconometric evidence. Manag Sci 50:394–404 *Bertschek I, Kaiser U (2004) Productivity effects of organizational change: microeconometric evidence. Manag Sci 50:394–404
go back to reference Bharadwaj AS (2000) A resource-based perspective on information technology capability and firm performance: an empirical investigation. MIS Q 24:169–196 Bharadwaj AS (2000) A resource-based perspective on information technology capability and firm performance: an empirical investigation. MIS Q 24:169–196
go back to reference Bharadwaj AS, Bharadwaj SG, Konsynski BR (1999) Information technology effects on firm performance as measured by Tobin’s q. Manag Sci 45:1008–1024 Bharadwaj AS, Bharadwaj SG, Konsynski BR (1999) Information technology effects on firm performance as measured by Tobin’s q. Manag Sci 45:1008–1024
go back to reference Black SE, Lynch LM (2001) How to compete: the impact of workplace practices and information technology on productivity. Rev Econ Stat 83:434–445 Black SE, Lynch LM (2001) How to compete: the impact of workplace practices and information technology on productivity. Rev Econ Stat 83:434–445
go back to reference *Bloom N, Sadun R, van Reenen J (2012) Americans do IT better: US multinationals and the productivity miracle. Am Econ Rev 102:167–201 *Bloom N, Sadun R, van Reenen J (2012) Americans do IT better: US multinationals and the productivity miracle. Am Econ Rev 102:167–201
go back to reference Bloom N, Jones CI, van Reenen J, Webb M (2017) Are ideas getting harder to find? NBER working paper no. 23782 Bloom N, Jones CI, van Reenen J, Webb M (2017) Are ideas getting harder to find? NBER working paper no. 23782
go back to reference Bresnahan TF, Trajtenberg M (1995) General purpose technologies ‘Engines of growth’? J Econom 65:83–108 Bresnahan TF, Trajtenberg M (1995) General purpose technologies ‘Engines of growth’? J Econom 65:83–108
go back to reference *Bresnahan TF, Brynjolfsson E, Hitt LM (2002) Information technology, workplace organization, and the demand for skilled labor: firm-level evidence. Q J Econ 117:339–376 *Bresnahan TF, Brynjolfsson E, Hitt LM (2002) Information technology, workplace organization, and the demand for skilled labor: firm-level evidence. Q J Econ 117:339–376
go back to reference Broadbent M, Weill P, Neo BS (1999) Strategic context and patterns of IT infrastructure capability. J Strateg Inf Syst 8:157–187 Broadbent M, Weill P, Neo BS (1999) Strategic context and patterns of IT infrastructure capability. J Strateg Inf Syst 8:157–187
go back to reference Brynjolfsson E (1993) The productivity paradox of information technology. Commun ACM 36:66–77 Brynjolfsson E (1993) The productivity paradox of information technology. Commun ACM 36:66–77
go back to reference Brynjolfsson E (2003) ROI valuation: the IT productivity gap. Optim Mag 21:1–4 Brynjolfsson E (2003) ROI valuation: the IT productivity gap. Optim Mag 21:1–4
go back to reference *Brynjolfsson E, Hitt LM (1995) Information technology as a factor of production: the role of differences among firms. Econ Innovat New Tech 3:183–200 *Brynjolfsson E, Hitt LM (1995) Information technology as a factor of production: the role of differences among firms. Econ Innovat New Tech 3:183–200
go back to reference *Brynjolfsson E, Hitt LM (1996) Paradox lost? Firm-level evidence on the returns to information systems spending. Manag Sci 42:541–558 *Brynjolfsson E, Hitt LM (1996) Paradox lost? Firm-level evidence on the returns to information systems spending. Manag Sci 42:541–558
go back to reference Brynjolfsson E, Hitt LM (1998) Beyond the productivity paradox. Commun ACM 41:49–55 Brynjolfsson E, Hitt LM (1998) Beyond the productivity paradox. Commun ACM 41:49–55
go back to reference Brynjolfsson E, Hitt LM (2000) Beyond computation: information technology, organizational transformation and business performance. J Econ Perspect 14:23–48 Brynjolfsson E, Hitt LM (2000) Beyond computation: information technology, organizational transformation and business performance. J Econ Perspect 14:23–48
go back to reference *Brynjolfsson E, Hitt LM (2003) Computing productivity: firm-level evidence. Rev Econ Stat 85:793–808 *Brynjolfsson E, Hitt LM (2003) Computing productivity: firm-level evidence. Rev Econ Stat 85:793–808
go back to reference Brynjolfsson E, McAfee A (2012) Race against the machine: How the digital revolution is accelerating innovation, driving productivity, and irreversibly transforming employment and the economy. Digital Frontier Press, Lexington Brynjolfsson E, McAfee A (2012) Race against the machine: How the digital revolution is accelerating innovation, driving productivity, and irreversibly transforming employment and the economy. Digital Frontier Press, Lexington
go back to reference Brynjolfsson E, Mendelson H (1993) Information systems and the organization of modern enterprise. J Organ Comput Electron Commer 3:245–255 Brynjolfsson E, Mendelson H (1993) Information systems and the organization of modern enterprise. J Organ Comput Electron Commer 3:245–255
go back to reference Brynjolfsson E, Saunders A (2009) Wired for innovation: how information technology is reshaping the economy. MIT Press, Cambridge Brynjolfsson E, Saunders A (2009) Wired for innovation: how information technology is reshaping the economy. MIT Press, Cambridge
go back to reference Brynjolfsson E, Yang S (1996) Information technology and productivity: a review of the literature. In: Zelkowitz M (ed) Advances in computers, vol 43. Academic Press, Cambridge, pp 179–214 Brynjolfsson E, Yang S (1996) Information technology and productivity: a review of the literature. In: Zelkowitz M (ed) Advances in computers, vol 43. Academic Press, Cambridge, pp 179–214
go back to reference Brynjolfsson E, Hitt LM, Yang S (2002) Intangible assets: computers and organizational capital. Brookings Pap Econ Act 2002:137–181 Brynjolfsson E, Hitt LM, Yang S (2002) Intangible assets: computers and organizational capital. Brookings Pap Econ Act 2002:137–181
go back to reference Brynjolfsson E, Collis A, Eggers F (2019a) Using massive online choice experiments to measure changes in well-being. Proc Natl Acad Sci USA 116:7250–7255 Brynjolfsson E, Collis A, Eggers F (2019a) Using massive online choice experiments to measure changes in well-being. Proc Natl Acad Sci USA 116:7250–7255
go back to reference Brynjolfsson E, Rock D, Syverson C (2019b) Artificial intelligence and the modern productivity paradox: a clash of expectations and statistics. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 23–57 Brynjolfsson E, Rock D, Syverson C (2019b) Artificial intelligence and the modern productivity paradox: a clash of expectations and statistics. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 23–57
go back to reference Brynjolfsson E, Rock D, Syverson C (2018) The productivity J-curve: how intangibles complement general purpose technologies. NBER working paper no. 25148 Brynjolfsson E, Rock D, Syverson C (2018) The productivity J-curve: how intangibles complement general purpose technologies. NBER working paper no. 25148
go back to reference *Byrd TA, Marshall TE (1997) Relating information technology investment to organizational performance: a causal model analysis. Omega-Int J Manag S 25:43–56 *Byrd TA, Marshall TE (1997) Relating information technology investment to organizational performance: a causal model analysis. Omega-Int J Manag S 25:43–56
go back to reference Byrne DM, Fernald JG, Reinsdorf MB (2016) Does the United States have a productivity slowdown or a measurement problem? Brookings Pap Econ Act 2016:109–182 Byrne DM, Fernald JG, Reinsdorf MB (2016) Does the United States have a productivity slowdown or a measurement problem? Brookings Pap Econ Act 2016:109–182
go back to reference Cardona M, Kretschmer T, Strobel T (2013) ICT and productivity: conclusions from the empirical literature. Inf Econ Policy 25:109–125 Cardona M, Kretschmer T, Strobel T (2013) ICT and productivity: conclusions from the empirical literature. Inf Econ Policy 25:109–125
go back to reference Carr NG (2003) IT does not matter. Educause Rev 38:24–38 Carr NG (2003) IT does not matter. Educause Rev 38:24–38
go back to reference *Castiglione C, Infante D (2014) ICTs and time-span in technical efficiency gains. A stochastic frontier approach over a panel of Italian manufacturing firms. Econ Model 41:55–65 *Castiglione C, Infante D (2014) ICTs and time-span in technical efficiency gains. A stochastic frontier approach over a panel of Italian manufacturing firms. Econ Model 41:55–65
go back to reference Chan YE, Reich BH (2007) IT alignment: what have we learned? J Inf Technol 22:297–315 Chan YE, Reich BH (2007) IT alignment: what have we learned? J Inf Technol 22:297–315
go back to reference *Chang YB, Gurbaxani V (2012) The Impact of IT-related spillovers on long-run productivity: an empirical analysis. Inf Syst Res 23:868–886 *Chang YB, Gurbaxani V (2012) The Impact of IT-related spillovers on long-run productivity: an empirical analysis. Inf Syst Res 23:868–886
go back to reference Chang YB, Gurbaxani V (2013) An empirical analysis of technical efficiency: the role of IT intensity and competition. Inf Syst Res 24:561–578 Chang YB, Gurbaxani V (2013) An empirical analysis of technical efficiency: the role of IT intensity and competition. Inf Syst Res 24:561–578
go back to reference Chesbrough H (2010) Business model innovation: opportunities and barriers. Long Range Plann 43:354–363 Chesbrough H (2010) Business model innovation: opportunities and barriers. Long Range Plann 43:354–363
go back to reference *Chowdhury SK (2006) Investments in ICT-capital and economic performance of small and medium scale enterprises in East Africa. J Int Dev 18:533–552 *Chowdhury SK (2006) Investments in ICT-capital and economic performance of small and medium scale enterprises in East Africa. J Int Dev 18:533–552
go back to reference *Chwelos P, Ramirez R, Kraemer KL, Melville NP (2010) Research note—does technological progress alter the nature of information technology as a production input? New evidence and new results. Inf Syst Res 21:392–408 *Chwelos P, Ramirez R, Kraemer KL, Melville NP (2010) Research note—does technological progress alter the nature of information technology as a production input? New evidence and new results. Inf Syst Res 21:392–408
go back to reference Clemons EK, Row MC (1991) Sustaining IT advantage: the role of structural differences. MIS Q 15:275–292 Clemons EK, Row MC (1991) Sustaining IT advantage: the role of structural differences. MIS Q 15:275–292
go back to reference Cockburn IM, Henderson R, Stern S (2019) The impact of artificial intelligence on innovation. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 115–146 Cockburn IM, Henderson R, Stern S (2019) The impact of artificial intelligence on innovation. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 115–146
go back to reference *Commander S, Harrison R, Menezes-Filho N (2011) ICT and productivity in developing countries: new firm-level evidence from Brazil and India. Rev Econ Stat 93:528–541 *Commander S, Harrison R, Menezes-Filho N (2011) ICT and productivity in developing countries: new firm-level evidence from Brazil and India. Rev Econ Stat 93:528–541
go back to reference Corrado C, Hulten C, Sichel D (2009) Intangible capital and US economic growth. Rev Income Wealth 55:661–685 Corrado C, Hulten C, Sichel D (2009) Intangible capital and US economic growth. Rev Income Wealth 55:661–685
go back to reference Crafts N (2004) Steam as a general purpose technology: a growth accounting perspective. Econ J 114:338–351 Crafts N (2004) Steam as a general purpose technology: a growth accounting perspective. Econ J 114:338–351
go back to reference Crafts N (2018) The productivity slowdown: is it the ‘new normal’? Oxf Rev Econ Policy 34:443–460 Crafts N (2018) The productivity slowdown: is it the ‘new normal’? Oxf Rev Econ Policy 34:443–460
go back to reference *Dasgupta S, Sarkis J, Talluri S (1999) Influence of information technology investment on firm productivity: a cross-sectional study. Logist Inf Manag 12:120–129 *Dasgupta S, Sarkis J, Talluri S (1999) Influence of information technology investment on firm productivity: a cross-sectional study. Logist Inf Manag 12:120–129
go back to reference Davenport TH (1993) Process innovation: reengineering work through information technology. Harvard Business School Press, Boston Davenport TH (1993) Process innovation: reengineering work through information technology. Harvard Business School Press, Boston
go back to reference Davenport TH, Ronanki R (2018) Artificial intelligence for the real world. Harv Bus Rev 96:108–116 Davenport TH, Ronanki R (2018) Artificial intelligence for the real world. Harv Bus Rev 96:108–116
go back to reference David PA (1990) The Dynamo and the computer: an historical perspective on the modern productivity paradox. Am Econ Rev 80:355–361 David PA (1990) The Dynamo and the computer: an historical perspective on the modern productivity paradox. Am Econ Rev 80:355–361
go back to reference Dedrick J, Gurbaxani V, Kraemer KL (2003) Information technology and economic performance: a critical review of the empirical evidence. ACM Comput Surv 35:1–28 Dedrick J, Gurbaxani V, Kraemer KL (2003) Information technology and economic performance: a critical review of the empirical evidence. ACM Comput Surv 35:1–28
go back to reference Dehning B, Richardson VJ (2002) Returns on investments in information technology: a research synthesis. J Inf Syst 16:7–30 Dehning B, Richardson VJ (2002) Returns on investments in information technology: a research synthesis. J Inf Syst 16:7–30
go back to reference Denison EF (1989) Estimates of productivity change by industry: an evaluation and an alternative. Brookings Institution Press, Washington, D.C. Denison EF (1989) Estimates of productivity change by industry: an evaluation and an alternative. Brookings Institution Press, Washington, D.C.
go back to reference *Devaraj S, Kohli R (2000) Information technology payoff in the health-care industry: a longitudinal study. J Manag Inf Syst 16:41–67 *Devaraj S, Kohli R (2000) Information technology payoff in the health-care industry: a longitudinal study. J Manag Inf Syst 16:41–67
go back to reference Devaraj S, Kohli R (2003) Performance impacts of information technology: is actual usage the missing link? Manag Sci 49:273–289 Devaraj S, Kohli R (2003) Performance impacts of information technology: is actual usage the missing link? Manag Sci 49:273–289
go back to reference Dewan S, Kraemer KL (2000) Information technology and productivity: evidence from country-level data. Manag Sci 46:548–562 Dewan S, Kraemer KL (2000) Information technology and productivity: evidence from country-level data. Manag Sci 46:548–562
go back to reference *Dewan S, Min C-k (1997) The substitution of information technology for other factors of production: a firm level analysis. Manag Sci 43:1660–1675 *Dewan S, Min C-k (1997) The substitution of information technology for other factors of production: a firm level analysis. Manag Sci 43:1660–1675
go back to reference *Dewan S, Shi C, Gurbaxani V (2007) Investigating the risk–return relationship of information technology investment: firm-level empirical analysis. Manag Sci 53:1829–1842 *Dewan S, Shi C, Gurbaxani V (2007) Investigating the risk–return relationship of information technology investment: firm-level empirical analysis. Manag Sci 53:1829–1842
go back to reference Diewert WE, Fox KJ (1999) Can measurement error explain the productivity paradox? Can J Econ 32:251–280 Diewert WE, Fox KJ (1999) Can measurement error explain the productivity paradox? Can J Econ 32:251–280
go back to reference Diewert WE, Fox KJ, Schreyer P (2018) The digital economy, new products and consumer welfare. Working paper Diewert WE, Fox KJ, Schreyer P (2018) The digital economy, new products and consumer welfare. Working paper
go back to reference *Doms ME, Jarmin RS, Klimek SD (2004) Information technology investment and firm performance in US retail trade. Econ Innovat New Tech 13:595–613 *Doms ME, Jarmin RS, Klimek SD (2004) Information technology investment and firm performance in US retail trade. Econ Innovat New Tech 13:595–613
go back to reference Dos Santos B, Sussman L (2000) Improving the return on IT investment: the productivity paradox. Int J Inf Manag 20:429–440 Dos Santos B, Sussman L (2000) Improving the return on IT investment: the productivity paradox. Int J Inf Manag 20:429–440
go back to reference *Dunne T, Foster L, Haltiwanger J, Troske KR (2004) Wage and productivity dispersion in United States manufacturing: the role of computer investment. J Labor Econ 22:397–429 *Dunne T, Foster L, Haltiwanger J, Troske KR (2004) Wage and productivity dispersion in United States manufacturing: the role of computer investment. J Labor Econ 22:397–429
go back to reference Eppler MJ, Mengis J (2004) The concept of information overload: a review of literature from organization science, accounting, marketing, MIS, and related disciplines. Inform Soc 20:325–344 Eppler MJ, Mengis J (2004) The concept of information overload: a review of literature from organization science, accounting, marketing, MIS, and related disciplines. Inform Soc 20:325–344
go back to reference Feldstein M (2015) The US underestimates growth. Wall Str J 18:2015 Feldstein M (2015) The US underestimates growth. Wall Str J 18:2015
go back to reference Fisch C, Block J (2018) Six tips for your (systematic) literature review in business and management research. Manag Rev Q 68:103–106 Fisch C, Block J (2018) Six tips for your (systematic) literature review in business and management research. Manag Rev Q 68:103–106
go back to reference *Francalanci C, Galal H (1998a) Aligning IT investments and workforce composition: the impact of diversification in life insurance companies. Eur J Inf Syst 7:175–184 *Francalanci C, Galal H (1998a) Aligning IT investments and workforce composition: the impact of diversification in life insurance companies. Eur J Inf Syst 7:175–184
go back to reference *Francalanci C, Galal H (1998b) Information technology and worker composition: determinants of productivity in the life insurance industry insurance companies. MIS Q 22:227–241 *Francalanci C, Galal H (1998b) Information technology and worker composition: determinants of productivity in the life insurance industry insurance companies. MIS Q 22:227–241
go back to reference Frey CB, Osborne MA (2017) The future of employment: how susceptible are jobs to computerisation? Technol Forecast Soc Change 114:254–280 Frey CB, Osborne MA (2017) The future of employment: how susceptible are jobs to computerisation? Technol Forecast Soc Change 114:254–280
go back to reference Gal P, Nicoletti G, Renault T, Sorbe S, Timiliotis C (2019) Digitalisation and productivity: In search of the holy grail—firm-level empirical evidence from EU countries. OECD working paper Gal P, Nicoletti G, Renault T, Sorbe S, Timiliotis C (2019) Digitalisation and productivity: In search of the holy grail—firm-level empirical evidence from EU countries. OECD working paper
go back to reference *Gargallo-Castel A, Galve-Górriz C (2007) Information technology, complementarities and three measures of organizational performance: empirical evidence from Spain. J Inf Technol Impact 7:43–58 *Gargallo-Castel A, Galve-Górriz C (2007) Information technology, complementarities and three measures of organizational performance: empirical evidence from Spain. J Inf Technol Impact 7:43–58
go back to reference Griliches Z (1979) Issues in assessing the contribution of research and development to productivity growth. Bell J Econ 10:92–116 Griliches Z (1979) Issues in assessing the contribution of research and development to productivity growth. Bell J Econ 10:92–116
go back to reference *Giuri P, Torrisi S, Zinovyeva N (2008) ICT, skills, and organizational change: evidence from Italian manufacturing firms. Ind Corp Change 17:29–64 *Giuri P, Torrisi S, Zinovyeva N (2008) ICT, skills, and organizational change: evidence from Italian manufacturing firms. Ind Corp Change 17:29–64
go back to reference Gordon RJ (2000) Does the “new economy” measure up to the great inventions of the past? J Econ Perspect 14:49–74 Gordon RJ (2000) Does the “new economy” measure up to the great inventions of the past? J Econ Perspect 14:49–74
go back to reference Gordon RJ (2004) Five puzzles in the behavior of productivity, investment, and innovation. NBER Working paper no. 10660 Gordon RJ (2004) Five puzzles in the behavior of productivity, investment, and innovation. NBER Working paper no. 10660
go back to reference Gordon RJ (2016) The rise and fall of American growth: The US standard of living since the civil war. Princeton University Press, Princeton Gordon RJ (2016) The rise and fall of American growth: The US standard of living since the civil war. Princeton University Press, Princeton
go back to reference Greenana N, Mairesse J (2000) Computers and productivity in France: some evidence. Econ Innovat New Tech 9:275–315 Greenana N, Mairesse J (2000) Computers and productivity in France: some evidence. Econ Innovat New Tech 9:275–315
go back to reference Gurbaxani V, Whang S (1991) The impact of information systems on organizations and markets. Commun ACM 34:59–73 Gurbaxani V, Whang S (1991) The impact of information systems on organizations and markets. Commun ACM 34:59–73
go back to reference *Hall BH, Lotti F, Mairesse J (2013) Evidence on the impact of R&D and ICT investments on innovation and productivity in Italian firms. Econ Innovat New Tech 22:300–328 *Hall BH, Lotti F, Mairesse J (2013) Evidence on the impact of R&D and ICT investments on innovation and productivity in Italian firms. Econ Innovat New Tech 22:300–328
go back to reference Hammer M (1990) Reengineering work: do not automate, obliterate. Harv Bus Rev 68:104–112 Hammer M (1990) Reengineering work: do not automate, obliterate. Harv Bus Rev 68:104–112
go back to reference Hartmann PM, Zaki M, Feldmann N, Neely A (2016) Capturing value from big data–a taxonomy of data-driven business models used by start-up firms. Int J Oper Prod Manag 36:1382–1406 Hartmann PM, Zaki M, Feldmann N, Neely A (2016) Capturing value from big data–a taxonomy of data-driven business models used by start-up firms. Int J Oper Prod Manag 36:1382–1406
go back to reference *Hempell T (2005a) Does experience matter? Innovations and the productivity of information and communication technologies in German services. Econ Innovat New Tech 14:277–303 *Hempell T (2005a) Does experience matter? Innovations and the productivity of information and communication technologies in German services. Econ Innovat New Tech 14:277–303
go back to reference *Hempell T (2005b) What’s spurious, what’s real? Measuring the productivity impacts of ICT at the firm-level. Empir Econ 30:427–464 *Hempell T (2005b) What’s spurious, what’s real? Measuring the productivity impacts of ICT at the firm-level. Empir Econ 30:427–464
go back to reference Henderson JC, Venkatraman N (1993) Strategic alignment: leveraging information technology for transforming organizations. IBM Syst J 32:4–16 Henderson JC, Venkatraman N (1993) Strategic alignment: leveraging information technology for transforming organizations. IBM Syst J 32:4–16
go back to reference *Hitt LM, Brynjolfsson E (1996) Productivity, business profitability, and consumer surplus: three different measures of information technology value. MIS Q 20:121–142 *Hitt LM, Brynjolfsson E (1996) Productivity, business profitability, and consumer surplus: three different measures of information technology value. MIS Q 20:121–142
go back to reference *Hitt LM, Wu DJ, Zhou X (2002) Investment in enterprise resource planning: business impact and productivity measures. J Manag Inf Syst 19:71–98 *Hitt LM, Wu DJ, Zhou X (2002) Investment in enterprise resource planning: business impact and productivity measures. J Manag Inf Syst 19:71–98
go back to reference Ho JL, Wu A, Xu SX (2011) Corporate governance and returns on information technology investment: evidence from an emerging market. Strat Manag J 32:595–623 Ho JL, Wu A, Xu SX (2011) Corporate governance and returns on information technology investment: evidence from an emerging market. Strat Manag J 32:595–623
go back to reference *Hu Q, Plant R (2001) An empirical study of the casual relationship between IT investment and firm performance. Inf Resour Manag J 14:15–26 *Hu Q, Plant R (2001) An empirical study of the casual relationship between IT investment and firm performance. Inf Resour Manag J 14:15–26
go back to reference *Huang T-H (2005) A Study on the productivities of IT capital and computer labor: firm-level evidence from Taiwan’s banking industry. J Prod Anal 24:241–257 *Huang T-H (2005) A Study on the productivities of IT capital and computer labor: firm-level evidence from Taiwan’s banking industry. J Prod Anal 24:241–257
go back to reference *Huang CJ, Fu T-T, Lai H-P, Yang Y-L (2017) Semiparametric smooth coefficient quantile estimation of the production profile. Empir Econ 52:373–392 *Huang CJ, Fu T-T, Lai H-P, Yang Y-L (2017) Semiparametric smooth coefficient quantile estimation of the production profile. Empir Econ 52:373–392
go back to reference Jensen MC, Meckling WH (1976) Theory of the firm: managerial behavior, agency costs and ownership structure. J Financ Econ 3:305–360 Jensen MC, Meckling WH (1976) Theory of the firm: managerial behavior, agency costs and ownership structure. J Financ Econ 3:305–360
go back to reference Jorgenson DW, Stiroh KJ, Gordon RJ, Sichel DE (2000) Raising the speed limit: US economic growth in the information age. Brookings Pap Econ Act 2000:125–235 Jorgenson DW, Stiroh KJ, Gordon RJ, Sichel DE (2000) Raising the speed limit: US economic growth in the information age. Brookings Pap Econ Act 2000:125–235
go back to reference Kauffman R, Weill P (1989) An evaluative framework for research on the performance effects of information technology investment. In: Proceedings of the 10th international conference on information systems, pp 377–388 Kauffman R, Weill P (1989) An evaluative framework for research on the performance effects of information technology investment. In: Proceedings of the 10th international conference on information systems, pp 377–388
go back to reference *Khanna R, Sharma C (2018) Testing the effect of investments in IT and R&D on labour productivity: new method and evidence for Indian firms. Econ Lett 173:30–34 *Khanna R, Sharma C (2018) Testing the effect of investments in IT and R&D on labour productivity: new method and evidence for Indian firms. Econ Lett 173:30–34
go back to reference *Kılıçaslan Y, Sickles RC, Atay Kayış A, Üçdoğruk Gürel Y (2017) Impact of ICT on the productivity of the firm: evidence from Turkish manufacturing. J Prod Anal 47:277–289 *Kılıçaslan Y, Sickles RC, Atay Kayış A, Üçdoğruk Gürel Y (2017) Impact of ICT on the productivity of the firm: evidence from Turkish manufacturing. J Prod Anal 47:277–289
go back to reference *Kim C-S, Davidson LF (2004) The effects of IT expenditures on banks’ business performance: using a balanced scorecard approach. Manag Finance 30:28–45 *Kim C-S, Davidson LF (2004) The effects of IT expenditures on banks’ business performance: using a balanced scorecard approach. Manag Finance 30:28–45
go back to reference *Ko M, Osei-Bryson K-M (2004) Using regression splines to assess the impact of information technology investments on productivity in the health care industry. Inf Syst J 14:43–63 *Ko M, Osei-Bryson K-M (2004) Using regression splines to assess the impact of information technology investments on productivity in the health care industry. Inf Syst J 14:43–63
go back to reference *Ko M, Osei-Bryson K-M (2006) Analyzing the impact of information technology investments using regression and data mining techniques. J Enterp Inf Manag 19:403–417 *Ko M, Osei-Bryson K-M (2006) Analyzing the impact of information technology investments using regression and data mining techniques. J Enterp Inf Manag 19:403–417
go back to reference *Ko M, Osei-Bryson K-M (2008) Reexamining the impact of information technology investment on productivity using regression tree and multivariate adaptive regression splines (MARS). Inf Technol Manag 9:285–299 *Ko M, Osei-Bryson K-M (2008) Reexamining the impact of information technology investment on productivity using regression tree and multivariate adaptive regression splines (MARS). Inf Technol Manag 9:285–299
go back to reference Kohli R, Devaraj S (2003) Measuring information technology payoff: a meta-analysis of structural variables in firm-level empirical research. Inf Syst Res 14:127–145 Kohli R, Devaraj S (2003) Measuring information technology payoff: a meta-analysis of structural variables in firm-level empirical research. Inf Syst Res 14:127–145
go back to reference Kohli R, Grover V (2008) Business value of IT: an essay on expanding research directions to keep up with the times. J Assoc Inf Syst 9:23–39 Kohli R, Grover V (2008) Business value of IT: an essay on expanding research directions to keep up with the times. J Assoc Inf Syst 9:23–39
go back to reference *Kudyba S, Diwan R (2002) Research report: increasing returns to information technology. Inf Syst Res 13:104–111 *Kudyba S, Diwan R (2002) Research report: increasing returns to information technology. Inf Syst Res 13:104–111
go back to reference Kwon MJ, Stoneman P (1995) The impact of technology adoption on firm productivity. Econ Innovat New Tech 3:219–234 Kwon MJ, Stoneman P (1995) The impact of technology adoption on firm productivity. Econ Innovat New Tech 3:219–234
go back to reference *Lee B, Barua A (1999) An integrated assessment of productivity and efficiency impacts of information technology investments: old data, new analysis and evidence. J Prod Anal 12:21–43 *Lee B, Barua A (1999) An integrated assessment of productivity and efficiency impacts of information technology investments: old data, new analysis and evidence. J Prod Anal 12:21–43
go back to reference *Lee B, Menon NM (2000) Information technology value through different normative lenses. J Manag Inf Syst 16:99–119 *Lee B, Menon NM (2000) Information technology value through different normative lenses. J Manag Inf Syst 16:99–119
go back to reference *Lee S, Xiang JY, Kim JK (2011) Information technology and productivity: empirical evidence from the Chinese electronics industry. Inf Manag 48:79–87 *Lee S, Xiang JY, Kim JK (2011) Information technology and productivity: empirical evidence from the Chinese electronics industry. Inf Manag 48:79–87
go back to reference *Lee J, McCullough JS, Town RJ (2013) The impact of health information technology on hospital productivity. RAND J Econ 44:545–568 *Lee J, McCullough JS, Town RJ (2013) The impact of health information technology on hospital productivity. RAND J Econ 44:545–568
go back to reference *Lehr W, Lichtenberg FR (1998) Computer Use and productivity growth in US Federal Government Agencies, 1987–92. J Ind Econ 46:257–279 *Lehr W, Lichtenberg FR (1998) Computer Use and productivity growth in US Federal Government Agencies, 1987–92. J Ind Econ 46:257–279
go back to reference *Lehr B, Lichtenberg F (1999) Information technology and its impact on productivity: firm-level evidence from government and private data sources, 1977–1993. Can J Econ 32:335–362 *Lehr B, Lichtenberg F (1999) Information technology and its impact on productivity: firm-level evidence from government and private data sources, 1977–1993. Can J Econ 32:335–362
go back to reference *Licht G, Moch D (1999) Innovation and information technology in services. Can J Econ 32:363–383 *Licht G, Moch D (1999) Innovation and information technology in services. Can J Econ 32:363–383
go back to reference *Lichtenberg FR (1995) The output contributions of computer equipment and personnel: a firm-level analysis. Econ Innovat New Tech 3:201–218 *Lichtenberg FR (1995) The output contributions of computer equipment and personnel: a firm-level analysis. Econ Innovat New Tech 3:201–218
go back to reference Lim J-H, Stratopoulos TC, Wirjanto TS (2013) Sustainability of a firm’s reputation for information technology capability: the role of senior IT executives. J Manag Inf Syst 30:57–96 Lim J-H, Stratopoulos TC, Wirjanto TS (2013) Sustainability of a firm’s reputation for information technology capability: the role of senior IT executives. J Manag Inf Syst 30:57–96
go back to reference *Liu T-K, Chen J-R, Huang CJ, Yang C-H (2014) Revisiting the productivity paradox: a semiparametric smooth coefficient approach based on evidence from Taiwan. Technol Forecast Soc Change 81:300–308 *Liu T-K, Chen J-R, Huang CJ, Yang C-H (2014) Revisiting the productivity paradox: a semiparametric smooth coefficient approach based on evidence from Taiwan. Technol Forecast Soc Change 81:300–308
go back to reference *Loveman GW (1994) An assessment of the productivity impact of information technologies. In: Allen T, Scott M (eds) Information technology and the corporation of the 1990s: research studies. MIT Press, Cambridge, pp 88–110 *Loveman GW (1994) An assessment of the productivity impact of information technologies. In: Allen T, Scott M (eds) Information technology and the corporation of the 1990s: research studies. MIT Press, Cambridge, pp 88–110
go back to reference *Loukis E, Sapounas I, Aivalis K (2007) The effect of generalized competition and strategy on the business value of information and communication technologies. J Enterp Inf Manag 21:24–38 *Loukis E, Sapounas I, Aivalis K (2007) The effect of generalized competition and strategy on the business value of information and communication technologies. J Enterp Inf Manag 21:24–38
go back to reference *Luo Y, Bu J (2016) How valuable is information and communication technology? A study of emerging economy enterprises. J World Bus 51:200–211 *Luo Y, Bu J (2016) How valuable is information and communication technology? A study of emerging economy enterprises. J World Bus 51:200–211
go back to reference Macdonald S, Anderson P, Kimbel D (2000) Measurement or management?: Revisiting the productivity paradox of information technology. Vierteljahresh Wirtschaftsforsch 69:601–617 Macdonald S, Anderson P, Kimbel D (2000) Measurement or management?: Revisiting the productivity paradox of information technology. Vierteljahresh Wirtschaftsforsch 69:601–617
go back to reference *Mahmood MA (1993) Associating organizational strategic performance with information technology investment: an exploratory research. Eur J Inf Syst 2:185–200 *Mahmood MA (1993) Associating organizational strategic performance with information technology investment: an exploratory research. Eur J Inf Syst 2:185–200
go back to reference *Mahmood MA, Mann GJ (1993) Measuring the organizational impact of information technology investment: an exploratory study. J Manag Inf Syst 10:97–122 *Mahmood MA, Mann GJ (1993) Measuring the organizational impact of information technology investment: an exploratory study. J Manag Inf Syst 10:97–122
go back to reference *Mahmood MA, Mann GJ (2005) Information technology investments and organizational productivity and performance: an empirical investigation. J Organ Comput Electron Commer 15:185–202 *Mahmood MA, Mann GJ (2005) Information technology investments and organizational productivity and performance: an empirical investigation. J Organ Comput Electron Commer 15:185–202
go back to reference Malone TW, Yates J, Benjamin RI (1987) Electronic markets and electronic hierarchies. Commun ACM 30:484–497 Malone TW, Yates J, Benjamin RI (1987) Electronic markets and electronic hierarchies. Commun ACM 30:484–497
go back to reference Mata FJ, Fuerst WL, Barney JB (1995) Information technology and sustained competitive advantage: a resource-based analysis. MIS Q 19:487–505 Mata FJ, Fuerst WL, Barney JB (1995) Information technology and sustained competitive advantage: a resource-based analysis. MIS Q 19:487–505
go back to reference Melville N, Kraemer K, Gurbaxani V (2004) Review: information technology and organizational performance—an integrative model of IT business value. MIS Q 28:283–322 Melville N, Kraemer K, Gurbaxani V (2004) Review: information technology and organizational performance—an integrative model of IT business value. MIS Q 28:283–322
go back to reference *Melville N, Gurbaxani V, Kraemer K (2007) The productivity impact of information technology across competitive regimes: the role of industry concentration and dynamism. Decis Support Syst 43:229–242 *Melville N, Gurbaxani V, Kraemer K (2007) The productivity impact of information technology across competitive regimes: the role of industry concentration and dynamism. Decis Support Syst 43:229–242
go back to reference *Menon NM, Lee B, Eldenburg L (2000) Productivity of information systems in the healthcare industry. Inf Syst Res 11:83–92 *Menon NM, Lee B, Eldenburg L (2000) Productivity of information systems in the healthcare industry. Inf Syst Res 11:83–92
go back to reference *Menon NM, Yaylacicegi U, Cezar A (2009) Differential effects of the two types of information systems: a hospital-based study. J Manag Inf Syst 26:297–316 *Menon NM, Yaylacicegi U, Cezar A (2009) Differential effects of the two types of information systems: a hospital-based study. J Manag Inf Syst 26:297–316
go back to reference Milgrom P, Roberts J (1990) The economics of modern manufacturing: technology, strategy, and organization. Am Econ Rev 80:511–528 Milgrom P, Roberts J (1990) The economics of modern manufacturing: technology, strategy, and organization. Am Econ Rev 80:511–528
go back to reference *Mithas S, Tafti A, Bardhan I, Goh JM (2012) Information technology and firm profitability: mechanisms and empirical evidence. MIS Q 36:205–224 *Mithas S, Tafti A, Bardhan I, Goh JM (2012) Information technology and firm profitability: mechanisms and empirical evidence. MIS Q 36:205–224
go back to reference Mitra S, Chaya AK (1996) Analyzing cost-effectiveness of organizations: the impact of information technology spending. J Manag Inf Syst 13:29–57 Mitra S, Chaya AK (1996) Analyzing cost-effectiveness of organizations: the impact of information technology spending. J Manag Inf Syst 13:29–57
go back to reference Mokyr J (2014) Secular stagnation? Not in your life. In: Teulings C, Baldwin R (eds) Secular stagnation: facts, causes and cures. CEPR Press, London, pp 83–89 Mokyr J (2014) Secular stagnation? Not in your life. In: Teulings C, Baldwin R (eds) Secular stagnation: facts, causes and cures. CEPR Press, London, pp 83–89
go back to reference Moshiri S, Simpson W (2011) Information technology and the changing workplace in Canada: firm-level evidence. Ind Corp Change 20:1601–1636 Moshiri S, Simpson W (2011) Information technology and the changing workplace in Canada: firm-level evidence. Ind Corp Change 20:1601–1636
go back to reference Nakata C, Zhu Z (2006) Information technology and customer orientation: a study of direct, mediated, and interactive linkages. J Marketing Manag 22:319–354 Nakata C, Zhu Z (2006) Information technology and customer orientation: a study of direct, mediated, and interactive linkages. J Marketing Manag 22:319–354
go back to reference *Neirotti P, Paolucci E (2007) Assessing the strategic value of information technology: an analysis on the insurance sector. Inf Manag 44:568–582 *Neirotti P, Paolucci E (2007) Assessing the strategic value of information technology: an analysis on the insurance sector. Inf Manag 44:568–582
go back to reference Nordhaus WD (2015) Are we approaching an economic singularity? Information technology and the future of economic growth. NBER working paper no. 21547 Nordhaus WD (2015) Are we approaching an economic singularity? Information technology and the future of economic growth. NBER working paper no. 21547
go back to reference Obermaier R (2019) Industrie 4.0 und Digitale Transformation als unternehmerische Gestaltungsaufgabe. In: Obermaier R (ed) Handbuch Industrie 4.0 und Digitale Transformation: Betriebswirtschaftliche, technische und rechtliche Herausforderungen, 1st edn. Springer, Wiesbaden, pp 3–46 Obermaier R (2019) Industrie 4.0 und Digitale Transformation als unternehmerische Gestaltungsaufgabe. In: Obermaier R (ed) Handbuch Industrie 4.0 und Digitale Transformation: Betriebswirtschaftliche, technische und rechtliche Herausforderungen, 1st edn. Springer, Wiesbaden, pp 3–46
go back to reference O’Reilly CA III (1980) Individuals and information overload in organizations: is more necessarily better? Acad Manag J 23:684–696 O’Reilly CA III (1980) Individuals and information overload in organizations: is more necessarily better? Acad Manag J 23:684–696
go back to reference *Osei-Bryson K-M, Ko M (2004) Exploring the relationship between information technology investments and firm performance using regression splines analysis. Inf Manag 42:1–13 *Osei-Bryson K-M, Ko M (2004) Exploring the relationship between information technology investments and firm performance using regression splines analysis. Inf Manag 42:1–13
go back to reference Oz E (2005) Information technology productivity: in search of a definite observation. Inf Manag 42:789–798 Oz E (2005) Information technology productivity: in search of a definite observation. Inf Manag 42:789–798
go back to reference Polák P (2017) The productivity paradox: a meta-analysis. Inf Econ Policy 38:38–54 Polák P (2017) The productivity paradox: a meta-analysis. Inf Econ Policy 38:38–54
go back to reference Porter ME, Heppelmann JE (2014) How smart, connected products are transforming competition. Harv Bus Rev 92:64–88 Porter ME, Heppelmann JE (2014) How smart, connected products are transforming competition. Harv Bus Rev 92:64–88
go back to reference Porter ME, Heppelmann JE (2015) How smart, connected products are transforming companies. Harv Bus Rev 93:96–114 Porter ME, Heppelmann JE (2015) How smart, connected products are transforming companies. Harv Bus Rev 93:96–114
go back to reference Radner R (1993) The organization of decentralized information processing. Econometrican 61:1109–1146 Radner R (1993) The organization of decentralized information processing. Econometrican 61:1109–1146
go back to reference *Rai A, Patnayakuni R, Patnayakuni N (1996) Refocusing where and how IT value is realized: an empirical investigation. Omega-Int J Manag S 24:399–412 *Rai A, Patnayakuni R, Patnayakuni N (1996) Refocusing where and how IT value is realized: an empirical investigation. Omega-Int J Manag S 24:399–412
go back to reference *Rai A, Patnayakuni R, Patnayakuni N (1997) Technology investment and business performance. Commun ACM 40:89–97 *Rai A, Patnayakuni R, Patnayakuni N (1997) Technology investment and business performance. Commun ACM 40:89–97
go back to reference *Ramirez R, Melville N, Lawler E (2010) Information technology infrastructure, organizational process redesign, and business value: an empirical analysis. Decis Support Syst 49:417–429 *Ramirez R, Melville N, Lawler E (2010) Information technology infrastructure, organizational process redesign, and business value: an empirical analysis. Decis Support Syst 49:417–429
go back to reference Ray G, Muhanna WA, Barney JB (2005) Information technology and the performance of the customer service process: a resource-based analysis. MIS Q 29:625–652 Ray G, Muhanna WA, Barney JB (2005) Information technology and the performance of the customer service process: a resource-based analysis. MIS Q 29:625–652
go back to reference *Ross A (2002) A multi-dimensional empirical exploration of technology investment, coordination and firm performance. Int J Phys Distr Log Manag 32:591–609 *Ross A (2002) A multi-dimensional empirical exploration of technology investment, coordination and firm performance. Int J Phys Distr Log Manag 32:591–609
go back to reference Ross SA (1973) The economic theory of agency: the principal’s problem. Am Econ Rev 63:134–139 Ross SA (1973) The economic theory of agency: the principal’s problem. Am Econ Rev 63:134–139
go back to reference Sabherwal R, Jeyaraj A (2015) Information technology impacts on firm performance: an extension of Kohli and Devaraj (2003). MIS Q 39:809–836 Sabherwal R, Jeyaraj A (2015) Information technology impacts on firm performance: an extension of Kohli and Devaraj (2003). MIS Q 39:809–836
go back to reference Schick AG, Gordon LA, Haka S (1990) Information overload: a temporal approach. Account Organ Soc 15:199–220 Schick AG, Gordon LA, Haka S (1990) Information overload: a temporal approach. Account Organ Soc 15:199–220
go back to reference Schryen G (2013) Revisiting IS business value research: what we already know, what we still need to know, and how we can get there. Eur J Inf Syst 22:139–169 Schryen G (2013) Revisiting IS business value research: what we already know, what we still need to know, and how we can get there. Eur J Inf Syst 22:139–169
go back to reference Shao BBM, Lin WT (2002) Technical efficiency analysis of information technology investments: a two-stage empirical investigation. Inf Manag 39:391–401 Shao BBM, Lin WT (2002) Technical efficiency analysis of information technology investments: a two-stage empirical investigation. Inf Manag 39:391–401
go back to reference Shapiro C, Carl S, Varian HR (1999) Information rules: a strategic guide to the network economy. Harvard Business Press, Boston Shapiro C, Carl S, Varian HR (1999) Information rules: a strategic guide to the network economy. Harvard Business Press, Boston
go back to reference *Shu W, Strassmann PA (2005) Does information technology provide banks with profit? Inf Manag 42:781–787 *Shu W, Strassmann PA (2005) Does information technology provide banks with profit? Inf Manag 42:781–787
go back to reference Simon HA (1987) The steam engine and the computer: what makes technology revolutionary. Educom Bulletin 22:2–5 Simon HA (1987) The steam engine and the computer: what makes technology revolutionary. Educom Bulletin 22:2–5
go back to reference *Sircar S, Choi J (2009) A study of the impact of information technology on firm performance: a flexible production function approach. Inf Syst J 19:313–339 *Sircar S, Choi J (2009) A study of the impact of information technology on firm performance: a flexible production function approach. Inf Syst J 19:313–339
go back to reference *Sircar S, Turnbow JL, Bordoloi B (2000) A framework for assessing the relationship between information technology investments and firm performance. J Manag Inf Syst 16:69–97 *Sircar S, Turnbow JL, Bordoloi B (2000) A framework for assessing the relationship between information technology investments and firm performance. J Manag Inf Syst 16:69–97
go back to reference Soh C, Markus ML (1995) How IT creates business value: a process theory synthesis. In: Proceedings of the 4th international conference on information systems, pp 29–41 Soh C, Markus ML (1995) How IT creates business value: a process theory synthesis. In: Proceedings of the 4th international conference on information systems, pp 29–41
go back to reference Solow RM (1957) Technical change and the aggregate production function. Rev Econ Stat 39:312–320 Solow RM (1957) Technical change and the aggregate production function. Rev Econ Stat 39:312–320
go back to reference Solow RM (1987) We’d better watch out. New York Times, New York Solow RM (1987) We’d better watch out. New York Times, New York
go back to reference Spitz-Oener A (2006) Technical change, job tasks, and rising educational demands: looking outside the wage structure. J Labor Econ 24:235–270 Spitz-Oener A (2006) Technical change, job tasks, and rising educational demands: looking outside the wage structure. J Labor Econ 24:235–270
go back to reference *Stare M, Jaklič A, Kotnik P (2006) Exploiting ICT potential in service firms in transition economies. Serv Ind J 26:287–302 *Stare M, Jaklič A, Kotnik P (2006) Exploiting ICT potential in service firms in transition economies. Serv Ind J 26:287–302
go back to reference Stiroh KJ (2005) Reassessing the impact of IT in the production function: a meta-analysis and sensitivity tests. Ann Econ Stat 79:529–561 Stiroh KJ (2005) Reassessing the impact of IT in the production function: a meta-analysis and sensitivity tests. Ann Econ Stat 79:529–561
go back to reference *Strassmann PA (1985) Information payoff: the transformation of work in the electronic age. Macmillan Publishers, London *Strassmann PA (1985) Information payoff: the transformation of work in the electronic age. Macmillan Publishers, London
go back to reference *Strassmann PA (1990) The business value of computers: an executive’s guide. Information Economics Press, New Canaan *Strassmann PA (1990) The business value of computers: an executive’s guide. Information Economics Press, New Canaan
go back to reference Syverson C (2011) What determines productivity? J Econ Lit 49:326–365 Syverson C (2011) What determines productivity? J Econ Lit 49:326–365
go back to reference Syverson C (2017) Challenges to mismeasurement explanations for the US productivity slowdown. J Econ Perspect 31:165–186 Syverson C (2017) Challenges to mismeasurement explanations for the US productivity slowdown. J Econ Perspect 31:165–186
go back to reference Tallon PP, Kraemer KL, Gurbaxani V (2000) Executives’ perceptions of the business value of information technology: a process-oriented approach. J Manag Inf Syst 16:145–173 Tallon PP, Kraemer KL, Gurbaxani V (2000) Executives’ perceptions of the business value of information technology: a process-oriented approach. J Manag Inf Syst 16:145–173
go back to reference *Tam KY (1998) Analysis of firm-level computer investments: a comparative study of three Pacific-rim economies. IEEE Trans Eng Manag 45:276–286 *Tam KY (1998) Analysis of firm-level computer investments: a comparative study of three Pacific-rim economies. IEEE Trans Eng Manag 45:276–286
go back to reference *Tambe P, Hitt LM (2012) The productivity of information technology investments: new evidence from IT labor data. Inf Syst Res 23:599–617 *Tambe P, Hitt LM (2012) The productivity of information technology investments: new evidence from IT labor data. Inf Syst Res 23:599–617
go back to reference *Tambe P, Hitt LM (2014a) Job hopping, information technology spillovers, and productivity growth. Manag Sci 60:338–355 *Tambe P, Hitt LM (2014a) Job hopping, information technology spillovers, and productivity growth. Manag Sci 60:338–355
go back to reference *Tambe P, Hitt LM (2014b) Measuring information technology spillovers. Inf Syst Res 25:53–71 *Tambe P, Hitt LM (2014b) Measuring information technology spillovers. Inf Syst Res 25:53–71
go back to reference *Tambe P, Hitt LM, Brynjolfsson E (2012) The extroverted firm: how external information practices affect innovation and productivity. Manag Sci 58:843–859 *Tambe P, Hitt LM, Brynjolfsson E (2012) The extroverted firm: how external information practices affect innovation and productivity. Manag Sci 58:843–859
go back to reference Trajtenberg M (2019) Artificial intelligence as the next GPT: a political-economy perspective. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 175–186 Trajtenberg M (2019) Artificial intelligence as the next GPT: a political-economy perspective. In: Agrawal A, Gans J, Goldfarb A (eds) The economics of artificial intelligence: an agenda. University of Chicago Press, Chicago, pp 175–186
go back to reference Thong JYL, Yap C-S, Raman KS (1996) Top management support, external expertise and information systems implementation in small businesses. Inf Syst Res 7:248–267 Thong JYL, Yap C-S, Raman KS (1996) Top management support, external expertise and information systems implementation in small businesses. Inf Syst Res 7:248–267
go back to reference Tranfield D, Denyer D, Smart P (2003) Towards a methodology for developing evidence-informed management knowledge by means of systematic review. Br J Manag 14:207–222 Tranfield D, Denyer D, Smart P (2003) Towards a methodology for developing evidence-informed management knowledge by means of systematic review. Br J Manag 14:207–222
go back to reference Triplett JE (1999) The Solow productivity paradox: what do computers do to productivity? Can J Econ 32:309–334 Triplett JE (1999) The Solow productivity paradox: what do computers do to productivity? Can J Econ 32:309–334
go back to reference Van Alstyne MW, Parker GG, Choudary SP (2016) Pipelines, platforms, and the new rules of strategy. Harv Bus Rev 94:54–62 Van Alstyne MW, Parker GG, Choudary SP (2016) Pipelines, platforms, and the new rules of strategy. Harv Bus Rev 94:54–62
go back to reference *Vinekar V, Teng JTC (2012) IT impacts in information and physical product industries. J Comput Inf Sys 53:65–71 *Vinekar V, Teng JTC (2012) IT impacts in information and physical product industries. J Comput Inf Sys 53:65–71
go back to reference Wade M, Hulland J (2004) The resource-based view and information systems research: review, extension, and suggestions for future research. MIS Q 28:107–142 Wade M, Hulland J (2004) The resource-based view and information systems research: review, extension, and suggestions for future research. MIS Q 28:107–142
go back to reference Wang P (2010) Chasing the hottest IT: effects of information technology fashion on organizations. MIS Q 34:63–85 Wang P (2010) Chasing the hottest IT: effects of information technology fashion on organizations. MIS Q 34:63–85
go back to reference *Wang T, Wang Y, McLeod A (2018) Do health information technology investments impact hospital financial performance and productivity? Int J Account Inf Syst 28:1–13 *Wang T, Wang Y, McLeod A (2018) Do health information technology investments impact hospital financial performance and productivity? Int J Account Inf Syst 28:1–13
go back to reference Webster J, Watson RT (2002) Analyzing the past to prepare for the future: Writing a literature review. MIS Q 26:13–23 Webster J, Watson RT (2002) Analyzing the past to prepare for the future: Writing a literature review. MIS Q 26:13–23
go back to reference *Weill P (1992) The relationship between investment in information technology and firm performance: a study of the valve manufacturing sector. Inf Syst Res 3:307–333 *Weill P (1992) The relationship between investment in information technology and firm performance: a study of the valve manufacturing sector. Inf Syst Res 3:307–333
go back to reference Weill P, Olson MH (1989) Managing investment in information technology: mini case examples and implications. MIS Q 13:3–17 Weill P, Olson MH (1989) Managing investment in information technology: mini case examples and implications. MIS Q 13:3–17
go back to reference Wiengarten F, Humphreys P, Cao G, McHugh M (2013) Exploring the important role of organizational factors in IT business value: taking a contingency perspective on the resource-based view. Int J Manag Rev 15:30–46 Wiengarten F, Humphreys P, Cao G, McHugh M (2013) Exploring the important role of organizational factors in IT business value: taking a contingency perspective on the resource-based view. Int J Manag Rev 15:30–46
go back to reference Willcocks L, Lester S (1996) Beyond the IT productivity paradox. Eur Manag J 14:279–290 Willcocks L, Lester S (1996) Beyond the IT productivity paradox. Eur Manag J 14:279–290
go back to reference *Wilson DJ (2009) IT and beyond: the contribution of heterogeneous capital to productivity. J Bus Econ Stat 27:52–70 *Wilson DJ (2009) IT and beyond: the contribution of heterogeneous capital to productivity. J Bus Econ Stat 27:52–70
go back to reference *Wu L, Jin F, Hitt LM (2018) Are all spillovers created equal? A network perspective on information technology labor movements. Manag Sci 64:3168–3186 *Wu L, Jin F, Hitt LM (2018) Are all spillovers created equal? A network perspective on information technology labor movements. Manag Sci 64:3168–3186
go back to reference *Yorukoglu M (1998) The information technology productivity paradox. Rev Econ Dyn 1:551–592 *Yorukoglu M (1998) The information technology productivity paradox. Rev Econ Dyn 1:551–592
go back to reference *Zhu K (2004) The complementarity of information technology infrastructure and e-commerce capability: a resource-based assessment of their business value. J Manag Inf Syst 21:167–202 *Zhu K (2004) The complementarity of information technology infrastructure and e-commerce capability: a resource-based assessment of their business value. J Manag Inf Syst 21:167–202
Metadata
Title
Lessons from three decades of IT productivity research: towards a better understanding of IT-induced productivity effects
Authors
Stefan Schweikl
Robert Obermaier
Publication date
14-10-2019
Publisher
Springer International Publishing
Published in
Management Review Quarterly / Issue 4/2020
Print ISSN: 2198-1620
Electronic ISSN: 2198-1639
DOI
https://doi.org/10.1007/s11301-019-00173-6

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