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

被引:33
作者
Whittaker, Lucas [1 ]
Mulcahy, Rory [2 ]
Letheren, Kate [1 ]
Kietzmann, Jan [3 ]
Russell-Bennett, Rebekah [1 ]
机构
[1] Queensland Univ Technol, Ctr Behav Econ Soc & Technol BEST, Sch Advertising Mkt & Publ Relat, 2 George St, Brisbane, Qld 4000, Australia
[2] Univ Sunshine Coast, USC Business Sch, Sippy Downs Dr, Maroochydore, Qld 4558, Australia
[3] Univ Victoria, Gustavson Sch Business, Victoria, BC, Canada
关键词
Deepfakes; Artificial intelligence; Communication innovation; Value creation; Value destruction; Systematic literature review; ARTIFICIAL-INTELLIGENCE; TECHNOLOGY; MEDIA; FAKES; FACES; STATE;
D O I
10.1016/j.technovation.2023.102784
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
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.
引用
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页数:17
相关论文
共 98 条
[11]   Artificially intelligent device use in service delivery: a systematic review, synthesis, and research agenda [J].
Chi, Oscar Hengxuan ;
Denton, Gregory ;
Dogan, Gursoy .
JOURNAL OF HOSPITALITY MARKETING & MANAGEMENT, 2020, 29 (07) :757-786
[12]   Responsible innovation in Asia: A systematic review and an agenda for future research [J].
Christofi, Michael ;
Khan, Huda ;
Iaia, Lea .
ASIA PACIFIC JOURNAL OF MANAGEMENT, 2024, 41 (03) :1085-1127
[13]   Micro-foundational ambidexterity and multinational enterprises: A systematic review and a conceptual framework [J].
Christofi, Michael ;
Vrontis, Demetris ;
Cadogan, John W. .
INTERNATIONAL BUSINESS REVIEW, 2021, 30 (01)
[14]   Deepfakes: Awareness, Concerns, and Platform Accountability [J].
Cochran, Justin D. ;
Napshin, Stuart A. .
CYBERPSYCHOLOGY BEHAVIOR AND SOCIAL NETWORKING, 2021, 24 (03) :164-172
[15]   Applying Kansei/Affective Engineering Methodologies in the Design of Social and Service Robots: A Systematic Review [J].
Coronado, Enrique ;
Venture, Gentiane ;
Yamanobe, Natsuki .
INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS, 2021, 13 (05) :1161-1171
[16]   Photographic and Video Deepfakes Have Arrived: How Machine Learning May Influence Plastic Surgery [J].
Crystal, Dustin T. ;
Cuccolo, Nicholas G. ;
Ibrahim, Ahmed M. S. ;
Furnas, Heather ;
Lin, Samuel J. .
PLASTIC AND RECONSTRUCTIVE SURGERY, 2020, 145 (04) :1079-1086
[17]   Unpacking the innovation ecosystem construct: Evolution, gaps and trends [J].
de Vasconcelos Gomes, Leonardo Augusto ;
Figueiredo Facin, Ana Lucia ;
Salerno, Mario Sergio ;
Ikenami, Rodrigo Kazuo .
TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2018, 136 :30-48
[18]   Decarbonizing the glass industry: A critical and systematic review of developments, sociotechnical systems and policy options [J].
Del Rio, Dylan D. Furszyfer ;
Sovacool, Benjamin K. ;
Foley, Aoife M. ;
Griffiths, Steve ;
Bazilian, Morgan ;
Kim, Jinsoo ;
Rooney, David .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2022, 155
[19]  
Delfino RA, 2019, FORDHAM LAW REV, V88, P887
[20]   Developing design propositions through research synthesis [J].
Denyer, David ;
Tranfield, David ;
van Aken, Joan Ernst .
ORGANIZATION STUDIES, 2008, 29 (03) :393-413