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Mapping the deepfake landscape for innovation: A multidisciplinary systematic review and future research agenda

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  • Whittaker, Lucas
  • Mulcahy, Rory
  • Letheren, Kate
  • Kietzmann, Jan
  • Russell-Bennett, Rebekah

Abstract

Deepfakes are an emerging communication innovation possessing vast implications for innovation scholarship. A systematic literature review of multidisciplinary literature was undertaken to assess existing deepfake definitions and synthesize a new definition to guide future theoretical development and empirical understanding of this communication innovation. Further, the systematic review identifies deepfake creators and those depicted by deepfakes and evaluates value creation and destruction implications of deepfakes for customers and organizations. Following the PRISMA protocol, this review evaluates deepfake research published between January 2017 and June 2021 across five databases, including only English literature from Q1/Q2 peer-reviewed journals. Eighty research articles were included in the final review. Using text mining software, a new deepfake definition is synthesized which encompasses the emerging concepts of “videos”, “audio”, “realistic”, “fake”, “artificial”, “learning”, “media”, and “saying”. Undetermined actors and individual content creators were most commonly identified as deepfake creators, whereas public figures, celebrities, and actors were most frequently depicted by deepfakes. Deepfakes potentially create and destroy value for customers and organizations. This study provides a new, holistic multidisciplinary definition of deepfakes, offers fresh insights into the use and impact of deepfakes as a communication innovation, and provides a new understanding of the value implications derived from deepfakes for innovation. Lastly, a future deepfake research agenda for innovation scholars is provided.

Suggested Citation

  • Whittaker, Lucas & Mulcahy, Rory & Letheren, Kate & Kietzmann, Jan & Russell-Bennett, Rebekah, 2023. "Mapping the deepfake landscape for innovation: A multidisciplinary systematic review and future research agenda," Technovation, Elsevier, vol. 125(C).
  • Handle: RePEc:eee:techno:v:125:y:2023:i:c:s0166497223000950
    DOI: 10.1016/j.technovation.2023.102784
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    References listed on IDEAS

    as
    1. Huang, Dan & Jin, Xin & Coghlan, Alexandra, 2021. "Advances in consumer innovation resistance research: A review and research agenda," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    2. Ángel Vizoso & Martín Vaz-Álvarez & Xosé López-García, 2021. "Fighting Deepfakes: Media and Internet Giants’ Converging and Diverging Strategies Against Hi-Tech Misinformation," Media and Communication, Cogitatio Press, vol. 9(1), pages 291-300.
    3. Dwivedi, Yogesh K. & Hughes, Laurie & Ismagilova, Elvira & Aarts, Gert & Coombs, Crispin & Crick, Tom & Duan, Yanqing & Dwivedi, Rohita & Edwards, John & Eirug, Aled & Galanos, Vassilis & Ilavarasan, , 2021. "Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy," International Journal of Information Management, Elsevier, vol. 57(C).
    4. Yogesh K. Dwivedi & Gerald Kelly & Marijn Janssen & Nripendra P. Rana & Emma L. Slade & Marc Clement, 2018. "Social Media: The Good, the Bad, and the Ugly," Information Systems Frontiers, Springer, vol. 20(3), pages 419-423, June.
    5. Guerrero-Bote, Vicente P. & Moya-Anegón, Félix, 2012. "A further step forward in measuring journals’ scientific prestige: The SJR2 indicator," Journal of Informetrics, Elsevier, vol. 6(4), pages 674-688.
    6. Joseph F Orlando & Matthew Beard & Saravana Kumar, 2019. "Systematic review of patient and caregivers’ satisfaction with telehealth videoconferencing as a mode of service delivery in managing patients’ health," PLOS ONE, Public Library of Science, vol. 14(8), pages 1-20, August.
    7. Gong, Cheng & Ribiere, Vincent, 2021. "Developing a unified definition of digital transformation," Technovation, Elsevier, vol. 102(C).
    8. Kirchherr, Julian & Reike, Denise & Hekkert, Marko, 2017. "Conceptualizing the circular economy: An analysis of 114 definitions," Resources, Conservation & Recycling, Elsevier, vol. 127(C), pages 221-232.
    9. Qin, Jian & van der Rhee, Bo, 2021. "From trash to treasure: A checklist to identify high-potential NPD projects from previously rejected projects," Technovation, Elsevier, vol. 104(C).
    10. Stefania Testa & Silvia Massa & Antonella Martini & Francesco Paolo Appio, 2020. "Social media-based innovation: A review of trends and a research agenda," Post-Print halshs-02292361, HAL.
    11. Granstrand, Ove & Holgersson, Marcus, 2020. "Innovation ecosystems: A conceptual review and a new definition," Technovation, Elsevier, vol. 90.
    12. Paschen, Ulrich & Pitt, Christine & Kietzmann, Jan, 2020. "Artificial intelligence: Building blocks and an innovation typology," Business Horizons, Elsevier, vol. 63(2), pages 147-155.
    13. Furszyfer Del Rio, Dylan D. & Sovacool, Benjamin K. & Foley, Aoife M. & Griffiths, Steve & Bazilian, Morgan & Kim, Jinsoo & Rooney, David, 2022. "Decarbonizing the glass industry: A critical and systematic review of developments, sociotechnical systems and policy options," Renewable and Sustainable Energy Reviews, Elsevier, vol. 155(C).
    14. Luo, Yadong & Zhang, Huan, 2016. "Emerging Market MNEs: Qualitative Review and Theoretical Directions," Journal of International Management, Elsevier, vol. 22(4), pages 333-350.
    15. Christofi, Michael & Vrontis, Demetris & Cadogan, John W., 2021. "Micro-foundational ambidexterity and multinational enterprises: A systematic review and a conceptual framework," International Business Review, Elsevier, vol. 30(1).
    16. Frizzo-Barker, Julie & Chow-White, Peter A. & Adams, Philippa R. & Mentanko, Jennifer & Ha, Dung & Green, Sandy, 2020. "Blockchain as a disruptive technology for business: A systematic review," International Journal of Information Management, Elsevier, vol. 51(C).
    17. Vrontis, Demetris & Christofi, Michael, 2021. "R&D internationalization and innovation: A systematic review, integrative framework and future research directions," Journal of Business Research, Elsevier, vol. 128(C), pages 812-823.
    18. Good, Matthew & Knockaert, Mirjam & Soppe, Birthe & Wright, Mike, 2019. "The technology transfer ecosystem in academia. An organizational design perspective," Technovation, Elsevier, vol. 82, pages 35-50.
    19. Sheth, Jagdish N. & Newman, Bruce I. & Gross, Barbara L., 1991. "Why we buy what we buy: A theory of consumption values," Journal of Business Research, Elsevier, vol. 22(2), pages 159-170, March.
    20. Paul M. Hirsch & Daniel Z. Levin, 1999. "Umbrella Advocates Versus Validity Police: A Life-Cycle Model," Organization Science, INFORMS, vol. 10(2), pages 199-212, April.
    21. Gomes, Leonardo Augusto de Vasconcelos & Facin, Ana Lucia Figueiredo & Salerno, Mario Sergio & Ikenami, Rodrigo Kazuo, 2018. "Unpacking the innovation ecosystem construct: Evolution, gaps and trends," Technological Forecasting and Social Change, Elsevier, vol. 136(C), pages 30-48.
    22. Matthew J Page & Joanne E McKenzie & Patrick M Bossuyt & Isabelle Boutron & Tammy C Hoffmann & Cynthia D Mulrow & Larissa Shamseer & Jennifer M Tetzlaff & Elie A Akl & Sue E Brennan & Roger Chou & Jul, 2021. "The PRISMA 2020 statement: An updated guideline for reporting systematic reviews," PLOS Medicine, Public Library of Science, vol. 18(3), pages 1-15, March.
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