Feedback and education improve human detection of image manipulation on social media

This study investigates the impact of educational interventions and feedback on users' ability to detect manipulated images on social media, addressing a gap in research that has primarily focused on algorithmic approaches. Through a pre-registered randomized and controlled experiment, we found that feedback and educational content significantly improved participants' ability to detect manipulated images on social media. However, the educational content did not result in a significantly greater improvement compared to feedback alone. These findings underscore feedback as a powerful tool for enhancing digital literacy, with practical implications for combating misinformation.

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Publication Details

Journal
Harvard Kennedy School Misinformation Review
Published
2025-04-02
DOI
https://doi.org/10.37016/mr-2020-175
Primary Topic
Digital Media Forensic Detection
Type
article
Field-Weighted Citation Impact
0.00

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article

Feedback and education improve human detection of image manipulation on social media

Tim Weninger, Adnan Hoq, Matthew Facciani
Harvard Kennedy School Misinformation Review
Digital Media Forensic Detection
article

Feedback and education improve human detection of image manipulation on social media

Tim Weninger, Adnan Hoq, Matthew Facciani
article en

Abstract

This study investigates the impact of educational interventions and feedback on users' ability to detect manipulated images on social media, addressing a gap in research that has primarily focused on algorithmic approaches. Through a pre-registered randomized and controlled experiment, we found that feedback and educational content significantly improved participants' ability to detect manipulated images on social media. However, the educational content did not result in a significantly greater improvement compared to feedback alone. These findings underscore feedback as a powerful tool for enhancing digital literacy, with practical implications for combating misinformation.

Harvard Kennedy School Misinformation Review
University of Notre Dame (US)
United States Agency for International Development
Openalex Percentile: Top 95%
Digital Media Forensic Detection
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Feedback and education improve human detection of image manipulation on social media — Tim Weninger, Adnan Hoq, et al. · Harvard Kennedy School Misinformation Review (2025) | TGRS Research Map | TGRS