A High-Scale Assessment of Social Media and Mainstream Media in Scientific Communication

2025-11-11

AI Summary

This study investigates the divergent roles of social media and mainstream media in science communication and their differential impacts on public scientific engagement. Leveraging cross-platform media coverage data for 20.9 million scholarly publications, we employ bibliometric analysis, influence modeling, and heterogeneity assessment to systematically compare these media types across three dimensions: topic selection, influence diffusion, and diversity of representation. Results reveal that social media amplifies science reporting volume by over eightfold, markedly enhancing the visibility of high-impact and novel research outputs. In contrast to mainstream media’s pronounced bias toward academic prestige and traditional disciplines, social media exhibits more balanced coverage across interdisciplinary domains, institutional affiliations, and researcher backgrounds. Consequently, it fosters proactive dissemination of significant domain-specific findings by scientists themselves, thereby broadening the scope, timeliness, and inclusivity of science communication.

Technology Category

• Application Domains: Humanities & Computational Social Science
• Data Mining & Knowledge Management: Graph Mining, Social Network Analysis & Community
• Cognitive Modeling & Cognitive Systems: Social Cognition And Interaction

Application Category

• Social Networks and Social Media: Computational social science
• Web Mining and Content Analysis: Interdisciplinary science discovery with web data mining
• Semantics and Knowledge: Scalable techniques for the creation, curation, publication, maintenance, and consumption of large, Web-based, structured, reusable, knowledge graphs and ontologies

Abstract

Communication of scientific knowledge beyond the walls of science is key to science's societal impact. Media channels play sizable roles in disseminating new scientific ideas about human health, economic welfare, and government policy as well as responses to emergent challenges such as climate change. Indeed, effectively communicating science to the public helps inform society's decisions on scientific and technological policies, the value of science, and investment in research. At the same time, the rise of social media has greatly changed communication systems, which may substantially affect the public's interface with science. Examining 20.9 million scientific publications, we compare research coverage in social media and mainstream media in a broad corpus of scientific work. We find substantial shifts in the scale, impact, and heterogeneity of scientific coverage. First, social media significantly alters what science is, and is not, covered. Whereas mainstream media accentuates eminence in the coverage of science and focuses on specific fields, social media more evenly sample research according to field, institutional rank, journal, and demography, increasing the scale of scientific ideas covered relative to mainstream outlets more than eightfold. Second, despite concerns about the quality of science represented in social media, we find that social media typically covers scientific works that are impactful and novel within science. Third, scientists on social media, as experts in their domains, tend to surface high-impact research in their own fields while sampling widely across research institutions. Contrary to prevalent observations about social media, these findings reveal that social media expands and diversifies science reporting by highlighting high-impact research and bringing a broader array of scholars, institutions and scientific concepts into public view.

Problem

• Comparing social media and mainstream media coverage of scientific publications
• Analyzing how social media alters scale and diversity of science reporting
• Assessing quality and impact of scientific works covered in social media

Innovation

• Compares social and mainstream media coverage
• Analyzes 20.9 million scientific publications
• Social media diversifies science reporting impactfully