Examining the Impact of YouTube’s Video Recommendation Algorithm on Pro- or Anti-Tobacco Messaging

As the majority of views on YouTube are a result of the platform's algorithm, public health campaigners and practitioners need to be aware of what videos their content appears recommended on (only 10% of recommendations on pro-tobacco content led to anti-tobacco content), as well as what videos users may be recommended when watching their content (as shown by the majority of anti- to pro-tobacco journeys leading to SDMEs). Analyzing the types of videos recommended to users by the YouTube algorithm allows researchers, practitioners and regulators to better understand how populations become exposed to pro- and anti-tobacco messaging.

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Publication Details

Journal
Nicotine & Tobacco Research
Published
2025-10-27
DOI
https://doi.org/10.1093/ntr/ntaf218
Primary Topic
Health Literacy and Information Accessibility
Type
article
Field-Weighted Citation Impact
0.00
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article

Examining the Impact of YouTube’s Video Recommendation Algorithm on Pro- or Anti-Tobacco Messaging

George D. Pearson, Tatum McKay, Nathan A Silver, Jessica M. Rath et al.
Nicotine & Tobacco Research
Health Literacy and Information Accessibility
article

Examining the Impact of YouTube’s Video Recommendation Algorithm on Pro- or Anti-Tobacco Messaging

George D. Pearson, Tatum McKay, Nathan A Silver, Jessica M. Rath, Barbara Schillo, Kristiann Koris
article en

Abstract

As the majority of views on YouTube are a result of the platform's algorithm, public health campaigners and practitioners need to be aware of what videos their content appears recommended on (only 10% of recommendations on pro-tobacco content led to anti-tobacco content), as well as what videos users may be recommended when watching their content (as shown by the majority of anti- to pro-tobacco journeys leading to SDMEs). Analyzing the types of videos recommended to users by the YouTube algorithm allows researchers, practitioners and regulators to better understand how populations become exposed to pro- and anti-tobacco messaging.

Nicotine & Tobacco ResearchVol. 28(4)
American Legacy Foundation (US), Johns Hopkins University (US), University of Maryland, College Park (US)
Openalex Percentile: Top 52%
Health Literacy and Information Accessibility
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Examining the Impact of YouTube’s Video Recommendation Algorithm on Pro- or Anti-Tobacco Messaging — George D. Pearson, Tatum McKay, et al. · Nicotine & Tobacco Research (2025) | TGRS Research Map | TGRS