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How Does Intelligent System Knowledge Empowerment Yield Payoffs? Uncovering the Adaptation Mechanisms and Contingency Role of Work Experience

Author

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  • Liwei Chen

    (Department of Operations, Business Analytics, and Information Systems, Carl H. Lindner College of Business, University of Cincinnati, Cincinnati, Ohio 45221)

  • J. J. Po-An Hsieh

    (Department of Computer Information Systems, Robinson College of Business, Georgia State University, Atlanta, Georgia 30303)

  • Arun Rai

    (Department of Computer Information Systems, Robinson College of Business, Georgia State University, Atlanta, Georgia 30303; Center for Digital Innovation, Robinson College of Business, Georgia State University, Atlanta, Georgia 30303)

Abstract

Intelligent systems (IntelSys) are transforming the nature of work as humans and machines collectively perform tasks in novel ways. Although intelligent systems empower employees with algorithm-generated knowledge, they require employees to adapt how they work to enhance their job performance. We draw on the coping-adaptation framework as the overarching theoretical lens to explain how employees’ perceptions of IntelSys knowledge as an empowering external coping resource affect the mechanisms through which they adapt to IntelSys-induced changes to their work, as well as how their internal coping resources regulate their adaptation. Our coping-adaptation explanation of intelligence augmentation integrates (i) the empowering role of external coping resources, specifically IntelSys knowledge, captured as intelligent system knowledge empowerment (ISK-Emp); (ii) the benefit-maximizing adaptation mechanism (through infusion use enhancement) and the disturbance-minimizing adaptation mechanism (through role conflict reduction) that channel the impact of ISK-Emp on job performance; and (iii) the regulating role of internal resources, specifically, employees’ work experience, in influencing the importance of the adaptation mechanisms for the employee. We conduct studies in three distinct settings in which different intelligent systems were implemented to support employees’ knowledge work. Our findings show that ISK-Emp increases job performance through each of the two adaptation mechanisms. The benefit-maximization mechanism (via enhanced infusion use) plays a more important role for novice employees than for experienced employees, whereas the disturbance-minimization mechanism (via reduced role conflict) has higher importance for experienced employees than for novice employees. Our work provides insights into the critical role of adaptation mechanisms in linking ISK-Emp with performance outcomes and into the relative importance of the adaptation mechanisms through which job performance payoffs are realized by novice and experienced employees.

Suggested Citation

  • Liwei Chen & J. J. Po-An Hsieh & Arun Rai, 2022. "How Does Intelligent System Knowledge Empowerment Yield Payoffs? Uncovering the Adaptation Mechanisms and Contingency Role of Work Experience," Information Systems Research, INFORMS, vol. 33(3), pages 1042-1071, September.
    • Handle: RePEc:inm:orisre:v:33:y:2022:i:3:p:1042-1071
    DOI: 10.1287/isre.2021.1097
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    1. Jarrahi, Mohammad Hossein, 2018. "Artificial intelligence and the future of work: Human-AI symbiosis in organizational decision making," Business Horizons, Elsevier, vol. 61(4), pages 577-586.
    2. Davenport, Thomas H., 2018. "The AI Advantage: How to Put the Artificial Intelligence Revolution to Work," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262039176, April.
    3. Charles E. Downing & John Gallaugher & Albert H. Segars, 2003. "Information Technology Choices in Dissimilar Cultures: Enhancing Empowerment," Journal of Global Information Management (JGIM), IGI Global, vol. 11(1), pages 20-39, January.
    4. Richard Berk, 2019. "Accuracy and Fairness for Juvenile Justice Risk Assessments," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 16(1), pages 175-194, March.
    5. M. Lynne Markus & Daniel Robey, 1988. "Information Technology and Organizational Change: Causal Structure in Theory and Research," Management Science, INFORMS, vol. 34(5), pages 583-598, May.
    6. Hüseyin Tanriverdi & Vahap Bülent Uysal, 2011. "Cross-Business Information Technology Integration and Acquirer Value Creation in Corporate Mergers and Acquisitions," Information Systems Research, INFORMS, vol. 22(4), pages 703-720, December.
    7. Martine R. Haas & Morten T. Hansen, 2005. "When using knowledge can hurt performance: the value of organizational capabilities in a management consulting company," Strategic Management Journal, Wiley Blackwell, vol. 26(1), pages 1-24, January.
    8. Snipes, Robin L. & Oswald, Sharon L. & LaTour, Michael & Armenakis, Achilles A., 2005. "The effects of specific job satisfaction facets on customer perceptions of service quality: an employee-level analysis," Journal of Business Research, Elsevier, vol. 58(10), pages 1330-1339, October.
    9. Ang, Soon & Van Dyne, Linn & Koh, Christine & Ng, K. Yee & Templer, Klaus J. & Tay, Cheryl & Chandrasekar, N. Anand, 2007. "Cultural Intelligence: Its Measurement and Effects on Cultural Judgment and Decision Making, Cultural Adaptation and Task Performance," Management and Organization Review, Cambridge University Press, vol. 3(3), pages 335-371, November.
    10. Dong-Gil Ko & Alan R. Dennis, 2011. "Profiting from Knowledge Management: The Impact of Time and Experience," Information Systems Research, INFORMS, vol. 22(1), pages 134-152, March.
    11. Hillol Bala & Viswanath Venkatesh, 2016. "Adaptation to Information Technology: A Holistic Nomological Network from Implementation to Job Outcomes," Management Science, INFORMS, vol. 62(1), pages 156-179, January.
    12. Soon Ang & Linn Van Dyne & Christine Koh & K. Yee Ng & Klaus J. Templer & Cheryl Tay & N. Anand Chandrasekar, 2007. "Cultural Intelligence: Its Measurement and Effects on Cultural Judgment and Decision Making, Cultural Adaptation and Task Performance," Management and Organization Review, The International Association for Chinese Management Research, vol. 3(3), pages 335-371, November.
    13. Jon Kleinberg & Himabindu Lakkaraju & Jure Leskovec & Jens Ludwig & Sendhil Mullainathan, 2018. "Human Decisions and Machine Predictions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(1), pages 237-293.
    14. N. Venkatraman, 1990. "Performance Implications Of Strategic Coalignment: A Methodological Perspective," Journal of Management Studies, Wiley Blackwell, vol. 27(1), pages 19-41, January.
    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. Janice M. Beyer & David R. Hannah, 2002. "Building on the Past: Enacting Established Personal Identities in a New Work Setting," Organization Science, INFORMS, vol. 13(6), pages 636-652, December.
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