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December 4, 2025Journalism & Mass Communication Quarterly3 citationsOpen Access

The Short-Term Impact of an On-Site Literacy Intervention on Discerning Deepfake Videos Based on Visual Features

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DVDaniel Vogler

Key Points

  • Detection skills were low for deepfakes, highlighting significant challenges faced by participants.
  • Prior media literacy and deepfake experience moderated the impact of a literacy intervention.
  • Assessment involved an online experiment with 1,361 participants challenged by visual features of deepfake videos.
  • Findings emphasize the need for comprehensive digital literacy strategies to counteract deepfake challenges.

Abstract

This study examines how well individuals in Switzerland can distinguish high-quality deepfakes from real videos and whether a brief literacy intervention improves detection. In an online experiment with 1,361 participants, we tested the deepfake detection skills and how prior exposure and experience with deepfakes and various forms of media literacy relate to performance. Participants struggled to identify deepfakes when attending to visual features of 10-s clips and the literacy intervention showed no direct effect. However, prior deepfake experience and media literacy moderated the intervention’s impact. Findings highlight the need for comprehensive digital literacy strategies to address deepfake-related challenges.

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Cite This Study

Daniel Vogler (2025) studied this question.

synapsesocial.com/papers/6930dc5fea1aef094cca1bbchttps://doi.org/10.1177/10776990251373088
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