Industry Influence in High-Profile Social Media Research

Fuente: arXiv
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Auteurs principaux: Bak-Coleman, Joseph, West, Jevin, O'Connor, Cailin, Bergstrom, Carl T.
Format: Preprint
Publié: 2026
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author Bak-Coleman, Joseph
West, Jevin
O'Connor, Cailin
Bergstrom, Carl T.
author_facet Bak-Coleman, Joseph
West, Jevin
O'Connor, Cailin
Bergstrom, Carl T.
contents To what extent is social media research independent from industry influence? Leveraging openly available data, we show that half of the research published in top journals has disclosable ties to industry in the form of prior funding, collaboration, or employment. However, the majority of these ties go undisclosed in the published research. These trends do not arise from broad scientific engagement with industry, but rather from a select group of scientists who maintain long-lasting relationships with industry. Undisclosed ties to industry are common not just among authors, but among reviewers and academic editors during manuscript evaluation. Further, industry-tied research garners more attention within the academy, among policymakers, on social media, and in the news. Finally, we find evidence that industry ties are associated with a topical focus away from impacts of platform-scale features. Together, these findings suggest industry influence in social media research is extensive, impactful, and often opaque. Going forward there is a need to strengthen disclosure norms and implement policies to ensure the visibility of independent research, and the integrity of industry supported research.
format Preprint
id arxiv_https___arxiv_org_abs_2601_11507
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Industry Influence in High-Profile Social Media Research
Bak-Coleman, Joseph
West, Jevin
O'Connor, Cailin
Bergstrom, Carl T.
Social and Information Networks
To what extent is social media research independent from industry influence? Leveraging openly available data, we show that half of the research published in top journals has disclosable ties to industry in the form of prior funding, collaboration, or employment. However, the majority of these ties go undisclosed in the published research. These trends do not arise from broad scientific engagement with industry, but rather from a select group of scientists who maintain long-lasting relationships with industry. Undisclosed ties to industry are common not just among authors, but among reviewers and academic editors during manuscript evaluation. Further, industry-tied research garners more attention within the academy, among policymakers, on social media, and in the news. Finally, we find evidence that industry ties are associated with a topical focus away from impacts of platform-scale features. Together, these findings suggest industry influence in social media research is extensive, impactful, and often opaque. Going forward there is a need to strengthen disclosure norms and implement policies to ensure the visibility of independent research, and the integrity of industry supported research.
title Industry Influence in High-Profile Social Media Research
topic Social and Information Networks
url https://arxiv.org/abs/2601.11507