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Software investment and organizational change: Evidence from panel data

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  • Conghui Han
  • John Qi Dong

Abstract

Technological investment is a key managerial decision to make by firms. In recent years, firms increasingly invest in software systems to support big data analytics, digital transformation, and AI, which however do not always pay off. Recent research suggests that software availability may influence entry, at the industry level, by increasing labor productivity, reducing scaling costs, and/or facilitating demand forecasting. However, how these mechanisms through which firms' software investment may affect organizations by inducing various changes is unclear. Insights into these mechanisms require microdata at the firm level over years. We construct a unique panel dataset from 13,335 German firms across industry sectors in 2011–2017 to conduct a firm‐level econometric analysis. We find that, on average, firms' software investment improves demand forecasting but, interestingly, may reduce labor productivity and slow down scaling up. We further propose several organizational contexts in which software investment can be more beneficial to remedy such challenges. Labor productivity is improved only if firms reorganize labor work when making software investment, and scaling costs may be reduced if firms facilitate learning through investments in both software and human capital development. Putting together, this research contributes a new understanding of organizational changes induced by software investment and what contingency factors can make software investment more beneficial in the organizational contexts, to guide managers to make value‐increasing decisions.

Suggested Citation

  • Conghui Han & John Qi Dong, 2023. "Software investment and organizational change: Evidence from panel data," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(6), pages 3043-3055, September.
    • Handle: RePEc:wly:mgtdec:v:44:y:2023:i:6:p:3043-3055
    DOI: 10.1002/mde.3862
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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. Ewens, Michael & Nanda, Ramana & Rhodes-Kropf, Matthew, 2018. "Cost of experimentation and the evolution of venture capital," Journal of Financial Economics, Elsevier, vol. 128(3), pages 422-442.
    3. David Autor & David Dorn & Lawrence F. Katz & Christina Patterson & John Van Reenen, 2017. "Concentrating on the Fall of the Labor Share," American Economic Review, American Economic Association, vol. 107(5), pages 180-185, May.
    4. Yasemin Y. Kor & Joseph T. Mahoney & Enno Siemsen & Danchi Tan, 2016. "Penrose's The Theory of the Growth of the Firm: An Exemplar of Engaged Scholarship," Production and Operations Management, Production and Operations Management Society, vol. 25(10), pages 1727-1744, October.
    5. Irene Bertschek & Ulrich Kaiser, 2004. "Productivity Effects of Organizational Change: Microeconometric Evidence," Management Science, INFORMS, vol. 50(3), pages 394-404, March.
    6. 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.
    7. Sundar Bharadwaj & Anandhi Bharadwaj & Elliot Bendoly, 2007. "The Performance Effects of Complementarities Between Information Systems, Marketing, Manufacturing, and Supply Chain Processes," Information Systems Research, INFORMS, vol. 18(4), pages 437-453, December.
    8. J. Myles Shaver, 1998. "Accounting for Endogeneity When Assessing Strategy Performance: Does Entry Mode Choice Affect FDI Survival?," Management Science, INFORMS, vol. 44(4), pages 571-585, April.
    9. Gautam Ray & Dazhong Wu & Prabhudev Konana, 2009. "Competitive Environment and the Relationship Between IT and Vertical Integration," Information Systems Research, INFORMS, vol. 20(4), pages 585-603, December.
    10. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    11. 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.
    12. Landon Kleis & Paul Chwelos & Ronald V. Ramirez & Iain Cockburn, 2012. "Information Technology and Intangible Output: The Impact of IT Investment on Innovation Productivity," Information Systems Research, INFORMS, vol. 23(1), pages 42-59, March.
    13. Alison L. Booth & Mark L. Bryan, 2005. "Testing Some Predictions of Human Capital Theory: New Training Evidence from Britain," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 391-394, May.
    14. 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.
    15. Michael J. Tippins & Ravipreet S. Sohi, 2003. "IT competency and firm performance: is organizational learning a missing link?," Strategic Management Journal, Wiley Blackwell, vol. 24(8), pages 745-761, August.
    16. Aija Leiponen & Constance E. Helfat, 2010. "Innovation objectives, knowledge sources, and the benefits of breadth," Strategic Management Journal, Wiley Blackwell, vol. 31(2), pages 224-236, February.
    17. Victor M. Bennett & Todd A. Hall, 2020. "Software availability and entry," Strategic Management Journal, Wiley Blackwell, vol. 41(5), pages 950-962, May.
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