IDEAS home Printed from https://ideas.repec.org/a/pal/palcom/v11y2024i1d10.1057_s41599-024-03453-z.html
   My bibliography  Save this article

Navigating the maze: the effects of algorithmic management on employee performance

Author

Listed:
  • Mengzhe Liu

    (Hunan Agricultural University)

  • Yuanyuan Lan

    (Qingdao University)

  • Zhen Liu

    (Shandong University)

  • Mingyue Liu

    (Qingdao University)

  • Yuhuan Xia

    (Shandong University)

Abstract

Recent computer science advancements are now integrated into the workplace, where management increasingly uses algorithm systems. However, despite numerous studies focusing on the impact of algorithms on employees, research on employee creative and adaptive performance remains relatively scarce. To address this research gap, we applied the ability-motivation-opportunity (AMO) theory and developed a moderated mediation model to examine how algorithmic management affects employee creative and adaptive performance. We administered a survey questionnaire within an information technology service firm in northern China and collected valid responses from 327 employees. We then analyzed the gathered data using SPSS 27.0 and Mplus 8.3 to test the proposed hypotheses. The research findings revealed a potential negative impact of algorithmic management on employee creative and adaptive performance. Specifically, we found that algorithmic management inhibits employees’ improvisation capability, resulting in decreased creative and adaptive performance. Furthermore, we discovered that algorithmic dependence can magnify the negative impact of algorithmic management on improvisation capability. This study offers fresh perspectives on algorithmic management’s impact on employee creative and adaptive performance, contributing to the existing literature. This research delves into the theoretical and practical significance of these findings.

Suggested Citation

  • Mengzhe Liu & Yuanyuan Lan & Zhen Liu & Mingyue Liu & Yuhuan Xia, 2024. "Navigating the maze: the effects of algorithmic management on employee performance," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-10, December.
  • Handle: RePEc:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-024-03453-z
    DOI: 10.1057/s41599-024-03453-z
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41599-024-03453-z
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1057/s41599-024-03453-z?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Dusya Vera & Mary Crossan, 2005. "Improvisation and Innovative Performance in Teams," Organization Science, INFORMS, vol. 16(3), pages 203-224, June.
    2. Tomczak, David L. & Lanzo, Lauren A. & Aguinis, Herman, 2018. "Evidence-based recommendations for employee performance monitoring," Business Horizons, Elsevier, vol. 61(2), pages 251-259.
    3. Karl E. Weick, 1998. "Introductory Essay—Improvisation as a Mindset for Organizational Analysis," Organization Science, INFORMS, vol. 9(5), pages 543-555, October.
    4. Magni, Massimo & Proserpio, Luigi & Hoegl, Martin & Provera, Bernardino, 2009. "The role of team behavioral integration and cohesion in shaping individual improvisation," Research Policy, Elsevier, vol. 38(6), pages 1044-1053, July.
    5. Paola Criscuolo & Ammon Salter & Anne L. J. Ter Wal, 2014. "Going Underground: Bootlegging and Individual Innovative Performance," Organization Science, INFORMS, vol. 25(5), pages 1287-1305, October.
    6. Benlian, Alexander & Wiener, Martin & Cram, W. Alec & Krasnova, Hanna & Maedche, Alexander & Möhlmann, Mareike & Recker, Jan & Remus, Ulrich, 2022. "Algorithmic Management: Bright and Dark Sides, Practical Implications, and Research Opportunities," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 133638, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    7. Chen, Chung-Jen & Huang, Jing-Wen, 2009. "Strategic human resource practices and innovation performance -- The mediating role of knowledge management capacity," Journal of Business Research, Elsevier, vol. 62(1), pages 104-114, January.
    8. Stephen A. Leybourne, 2006. "Managing improvisation within change management: Lessons from UK financial services," The Service Industries Journal, Taylor & Francis Journals, vol. 26(1), pages 73-95, January.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Valaei, Naser & Rezaei, Sajad & Ismail, Wan Khairuzzaman Wan, 2017. "Examining learning strategies, creativity, and innovation at SMEs using fuzzy set Qualitative Comparative Analysis and PLS path modeling," Journal of Business Research, Elsevier, vol. 70(C), pages 224-233.
    2. Magni, Massimo & Palmi, Pamela & Salvemini, Severino, 2018. "Under pressure! Team innovative climate and individual attitudes in shaping individual improvisation," European Management Journal, Elsevier, vol. 36(4), pages 474-484.
    3. Verena Komander & Andreas König, 2024. "Organizations on stage: organizational research and the performing arts," Management Review Quarterly, Springer, vol. 74(1), pages 303-352, February.
    4. Adomako, Samuel & Opoku, Robert A. & Frimpong, Kwabena, 2018. "Entrepreneurs' improvisational behavior and new venture performance: Firm-level and institutional contingencies," Journal of Business Research, Elsevier, vol. 83(C), pages 10-18.
    5. Liuqi Sun & Chongrong Huang & Zhifan Wu & Chengyan Li, 2023. "How does humble leadership influence employee improvisation? A motivational perspective," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-11, December.
    6. Zhang, Man & Merchant, Hemant, 2020. "A causal analysis of the role of institutions and organizational proficiencies on the innovation capability of Chinese SMEs," International Business Review, Elsevier, vol. 29(2).
    7. Fernando F. Suarez & Juan S. Montes, 2019. "An Integrative Perspective of Organizational Responses: Routines, Heuristics, and Improvisations in a Mount Everest Expedition," Organization Science, INFORMS, vol. 30(3), pages 573-599, May.
    8. Hodgkinson, Ian R. & Hughes, Paul & Arshad, Darwina, 2016. "Strategy development: Driving improvisation in Malaysia," Journal of World Business, Elsevier, vol. 51(3), pages 379-390.
    9. Chetty, Sylvie & Gabrielsson, Peter & Gabrielsson, Mika, 2024. "Dynamic improvisation capabilities as a learning mechanism in early internationalizing firms," Journal of World Business, Elsevier, vol. 59(3).
    10. Liu, Yang & Lv, Diwei & Ying, Ying & Arndt, Felix & Wei, Jiang, 2018. "Improvisation for innovation: The contingent role of resource and structural factors in explaining innovation capability," Technovation, Elsevier, vol. 74, pages 32-41.
    11. Paul A. Pavlou & Omar A. El Sawy, 2010. "The “Third Hand”: IT-Enabled Competitive Advantage in Turbulence Through Improvisational Capabilities," Information Systems Research, INFORMS, vol. 21(3), pages 443-471, September.
    12. Ann Majchrzak & Sirkka L. Jarvenpaa & Andrea B. Hollingshead, 2007. "Coordinating Expertise Among Emergent Groups Responding to Disasters," Organization Science, INFORMS, vol. 18(1), pages 147-161, February.
    13. Stéphane Robin, 2023. "Free musical improvisation as an alternative model for organization," Working Papers hal-04080990, HAL.
    14. Brennecke, Julia & Sofka, Wolfgang & Wang, Peng & Rank, Olaf N., 2021. "How the organizational design of R&D units affects individual search intensity – A network study," Research Policy, Elsevier, vol. 50(5).
    15. Alba Manresa & Andrea Bikfalvi & Alexandra Simon, 2018. "The Use And Determinants Of Training And Development For Creativity And Innovation," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 22(07), pages 1-28, October.
    16. Yildiz, H. Emre & Murtic, Adis & Zander, Udo, 2024. "Re-conceptualizing absorptive capacity: The importance of teams as a meso-level context," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
    17. Henry M. H. Chan & Vincent W. S. Cho, 2022. "An Empirical Study: The Impact of Collaborative Communications on New Product Creativity That Contributes to New Product Performance," Sustainability, MDPI, vol. 14(8), pages 1-17, April.
    18. Blomkvist, Katarina & Engzell, Jeanette & Kappen, Philip & Zander, Ivo, 2024. "How organizational conditions affect employees’ intentions to engage in intrapreneurial new venturing," Technovation, Elsevier, vol. 135(C).
    19. Oubrich, Mourad & Hakmaoui, Abdelati & Benhayoun, Lamiae & Solberg Söilen, Klaus & Abdulkader, Bisan, 2021. "Impacts of leadership style, organizational design and HRM practices on knowledge hiding: The indirect roles of organizational justice and competitive work environment," Journal of Business Research, Elsevier, vol. 137(C), pages 488-499.
    20. Proserpio, Luigi & Magni, Massimo, 2012. "Teaching without the teacher? Building a learning environment through computer simulations," International Journal of Information Management, Elsevier, vol. 32(2), pages 99-105.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-024-03453-z. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: https://www.nature.com/ .

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

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.