IDEAS home Printed from https://ideas.repec.org/p/hal/journl/hal-04731673.html
   My bibliography  Save this paper

Between Humans and Machines : The social construction of the generative AI category

Author

Listed:
  • Stine Grodal

    (Northeastern University [Boston])

  • Jaekyung Ha

    (EM - EMLyon Business School)

  • Elizabeth Hood

    (USC - University of Southern California)

  • Micah Rajunov

    (QSB - Questrom School of Business - BU - Boston University [Boston])

Abstract

ChatGPT's debut in 2022 heralded the entry of generative AI into mainstream public attention. The radical technology could do what no machine had done before: mimic humans' complex linguistic abilities. The ghost had entered the machine. In their essay, Phillips, Kalvapalle and Kennedy (2024) argue that one of the important aspects of generative AI is that it participates in the social construction of categories. Many other technologies also participate in the social construction of categories, yet this process often goes unnoticed. Why? We argue that the degree to which technologies are perceived to participate in the social construction process depends on three elements: the degree to which we anthropomorphize the technology, whether its affordances allow for easy interaction, and the vested interests of powerful stakeholders. We agree that humans and machines co-construct categories, but we argue that this process is itself socially constructed through an iterative process among participating stakeholders.

Suggested Citation

  • Stine Grodal & Jaekyung Ha & Elizabeth Hood & Micah Rajunov, 2024. "Between Humans and Machines : The social construction of the generative AI category," Post-Print hal-04731673, HAL.
  • Handle: RePEc:hal:journl:hal-04731673
    DOI: 10.1177/26317877241275125
    Note: View the original document on HAL open archive server: https://hal.science/hal-04731673v1
    as

    Download full text from publisher

    File URL: https://hal.science/hal-04731673v1/document
    Download Restriction: no

    File URL: https://libkey.io/10.1177/26317877241275125?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
    ---><---

    References listed on IDEAS

    as
    1. Diego Zunino & Fernando F. Suarez & Stine Grodal, 2019. "Familiarity, Creativity, and the Adoption of Category Labels in Technology Industries," Organization Science, INFORMS, vol. 30(1), pages 169-190, February.
    2. Beunza, Daniel & Stark, David, 2012. "From dissonance to resonance: cognitive interdependence in quantitative finance," LSE Research Online Documents on Economics 45604, London School of Economics and Political Science, LSE Library.
    3. Kaplan, Sarah & Tripsas, Mary, 2008. "Thinking about technology: Applying a cognitive lens to technical change," Research Policy, Elsevier, vol. 37(5), pages 790-805, June.
    4. Nina Granqvist & Stine Grodal & Jennifer L. Woolley, 2013. "Hedging Your Bets: Explaining Executives' Market Labeling Strategies in Nanotechnology," Organization Science, INFORMS, vol. 24(2), pages 395-413, April.
    5. Paul M. Leonardi, 2011. "Innovation Blindness: Culture, Frames, and Cross-Boundary Problem Construction in the Development of New Technology Concepts," Organization Science, INFORMS, vol. 22(2), pages 347-369, April.
    6. Rao, Hayagreeva, 2004. "Institutional activism in the early American automobile industry," Journal of Business Venturing, Elsevier, vol. 19(3), pages 359-384, May.
    7. Diego Zunino & Fernando Suárez & Stine Grodal, 2019. "Familiarity, Creativity, and the Adoption of Category Labels in Technology Industries [Familiarité, créativité et adoption des étiquettes de catégorie dans les industries de technologie]," Post-Print halshs-02292507, HAL.
    8. Xueming Luo & Siliang Tong & Zheng Fang & Zhe Qu, 2019. "Frontiers: Machines vs. Humans: The Impact of Artificial Intelligence Chatbot Disclosure on Customer Purchases," Marketing Science, INFORMS, vol. 38(6), pages 937-947, November.
    9. Ashish Arora & Michelle Gittelman & Sarah Kaplan & John Lynch & Will Mitchell & Nicolaj Siggelkow & Steven J. Kahl & Stine Grodal, 2016. "Discursive strategies and radical technological change: Multilevel discourse analysis of the early computer (1947–1958)," Strategic Management Journal, Wiley Blackwell, vol. 37(1), pages 149-166, January.
    10. Michael T. Hannan & László Pólos & Glenn R. Carroll, 2007. "Language Matters, from Logics of Organization Theory: Audiences, Codes, and Ecologies," Introductory Chapters, in: Logics of Organization Theory: Audiences, Codes, and Ecologies, Princeton University Press.
    11. Orlikowski, Wanda J. & Scott, Susan V., 2023. "The digital undertow and institutional displacement: a sociomaterial approach," LSE Research Online Documents on Economics 119271, London School of Economics and Political Science, LSE Library.
    12. Daniel Beunza & David Stark, 2004. "Tools of the trade: the socio-technology of arbitrage in a Wall Street trading room," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 13(2), pages 369-400, April.
    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. Elizabeth George Pontikes, 2022. "Category innovation in the software industry: 1990–2002," Strategic Management Journal, Wiley Blackwell, vol. 43(9), pages 1697-1727, September.
    2. Callen Anthony & Andrew J. Nelson & Mary Tripsas, 2016. "“Who Are You?…I Really Wanna Know”: Product Meaning and Competitive Positioning in the Nascent Synthesizer Industry," Strategy Science, INFORMS, vol. 1(3), pages 163-183, September.
    3. Simona Giorgi, 2017. "The Mind and Heart of Resonance: The Role of Cognition and Emotions in Frame Effectiveness," Journal of Management Studies, Wiley Blackwell, vol. 54(5), pages 711-738, July.
    4. Karl Taeuscher & Eric Yanfei Zhao & Michael Lounsbury, 2022. "Categories and narratives as sources of distinctiveness: Cultural entrepreneurship within and across categories," Strategic Management Journal, Wiley Blackwell, vol. 43(10), pages 2101-2134, October.
    5. Elizabeth G. Pontikes, 2018. "Category Strategy for Firm Advantage," Strategy Science, INFORMS, vol. 3(4), pages 620-631, December.
    6. Nina Granqvist & Tiina Ritvala, 2016. "Beyond Prototypes: Drivers of Market Categorization in Functional Foods and Nanotechnology," Journal of Management Studies, Wiley Blackwell, vol. 53(2), pages 210-237, March.
    7. Elizabeth G. Pontikes & William P. Barnett, 2015. "The Persistence of Lenient Market Categories," Organization Science, INFORMS, vol. 26(5), pages 1415-1431, October.
    8. Arun Kumaraswamy & Raghu Garud & Shahzad (Shaz) Ansari, 2018. "Perspectives on Disruptive Innovations," Journal of Management Studies, Wiley Blackwell, vol. 55(7), pages 1025-1042, November.
    9. Florian Überbacher, 2014. "Legitimation of New Ventures: A Review and Research Programme," Journal of Management Studies, Wiley Blackwell, vol. 51(4), pages 667-698, June.
    10. Harrison, Spencer Huber & Nurmohamed, Samir, 2023. "Dirty creativity: An inductive study of how creative workers champion new designs that are stigmatized," Organizational Behavior and Human Decision Processes, Elsevier, vol. 175(C).
    11. Kummitha, Rama Krishna Reddy, 2020. "Why distance matters: The relatedness between technology development and its appropriation in smart cities," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    12. Amore, Mario Daniele & Epure, Mircea & Garofalo, Orsola, 2023. "Organizational Identity and Performance: An Inquiry into Nonconforming Company Names," HEC Research Papers Series 1495, HEC Paris.
    13. Curchod, Corentin & Patriotta, Gerardo & Wright, Mike, 2020. "Self-categorization as a nonmarket strategy for MNE subsidiaries: Tracking the international expansion of an online platform," Journal of World Business, Elsevier, vol. 55(3).
    14. Sarah Kaplan & Keyvan Vakili, 2015. "The double-edged sword of recombination in breakthrough innovation," Strategic Management Journal, Wiley Blackwell, vol. 36(10), pages 1435-1457, October.
    15. Roman V. Galperin, 2020. "Organizational Powers: Contested Innovation and Loss of Professional Jurisdiction in the Case of Retail Medicine," Organization Science, INFORMS, vol. 31(2), pages 508-534, March.
    16. Rodolphe Durand & Robert M. Grant & Tammy L. Madsen & Gino Cattani & Joseph F. Porac & Howard Thomas, 2017. "Categories and competition," Strategic Management Journal, Wiley Blackwell, vol. 38(1), pages 64-92, January.
    17. Klos, Christoph & Spieth, Patrick, 2021. "READY, STEADY, DIGITAL?! How foresight activities do (NOT) affect individual technological frames for managerial SENSEMAKING," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    18. Bunduchi, Raluca & Crișan-Mitra, Cătălina & Salanță, Irina-Iulia & Crișan, Emil Lucian, 2022. "Digital product innovation approaches in entrepreneurial firms – the role of entrepreneurs’ cognitive frames," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    19. Lo, Jade Y. & Nag, Rajiv & Xu, Lei & Agung, Shanti D., 2020. "Organizational innovation efforts in multiple emerging market categories: Exploring the interplay of opportunity, ambiguity, and socio-cognitive contexts," Research Policy, Elsevier, vol. 49(3).
    20. Saeed Khanagha & Shahzad (Shaz) Ansari & Sotirios Paroutis & Luciano Oviedo, 2022. "Mutualism and the dynamics of new platform creation: A study of Cisco and fog computing," Strategic Management Journal, Wiley Blackwell, vol. 43(3), pages 476-506, March.

    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:hal:journl:hal-04731673. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.