Genuine or Fake? Explaining Consumers’ Perception and Detection of AI-Generated Fake Reviews

dc.contributor.authorFröhnel, Kim
dc.contributor.authorSantelmann, Bennet
dc.contributor.authorZarnekow, Rüdiger
dc.date.accessioned2024-12-26T21:07:57Z
dc.date.available2024-12-26T21:07:57Z
dc.date.issued2025-01-07
dc.description.abstractThe importance of online reviews for consumers' decision-making engages fraudsters to game the review system by writing or buying fake reviews. Fake reviews are a main threat to consumers since they are hardly distinguishable from genuine human-made reviews. Moreover, advances in generative AI like ChatGPT foster the simple creation of persuasive text, such as high-quality fake reviews. While prior studies primarily focused on automatic fake review detection, little is known about how consumers react to AI-generated fake reviews. Based on a quantitative-qualitative study with 151 consumers (906 review classifications), we found that humans cannot reliably distinguish between genuine and AI-generated fake reviews (accuracy= 53.2%). They are especially worse at detecting negative AI-generated fake reviews. Our findings extend prior research by examining consumers' ability to detect AI-generated fake reviews, identifying a set of cues they use for review classification, and investigating the cues' effectiveness for detection. Further, we derive practical implications.
dc.format.extent10
dc.identifier.doihttps://doi.org/10.24251/HICSS.2025.505
dc.identifier.isbn978-0-9981331-8-8
dc.identifier.otherc0a99407-b4b7-4260-b294-540cb068022f
dc.identifier.urihttps://hdl.handle.net/10125/109350
dc.relation.ispartofProceedings of the 58th Hawaii International Conference on System Sciences
dc.rightsAttribution-NonCommercial-NoDerivatives 4.0 International
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subjectEconomic and Societal Impacts of Technology, Data, and Algorithms
dc.subjectartificial intelligence, chatgpt, consumer perspective, fake review detection, fake reviews
dc.titleGenuine or Fake? Explaining Consumers’ Perception and Detection of AI-Generated Fake Reviews
dc.typeConference Paper
dc.type.dcmiText
prism.startingpage4216

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