User Archetypes and Information Dynamics on Telegram: COVID-19 and Climate Change Discourse in Singapore
Social media platforms, particularly Telegram, play a pivotal role in shaping public perceptions and opinions on global and national issues. Unlike traditional news media, Telegram allows for the proliferation of user-generated content with minimal oversight, making it a significant venue for the spread of controversial and misinformative content. During the COVID-19 pandemic, Telegram's popularity surged in Singapore, a country with one of the highest rates of social media use globally. We leverage Singapore-based Telegram data to analyze information flows within groups focused on COVID-19 and climate change. Using k-means clustering, we identified distinct user archetypes, such as Strategic Disruptor, Empirical Enthusiast, Inquisitive Moderate, and Critical Examiner, each contributing uniquely to the discourse. We developed a model to classify users into these clusters (Precision: Climate change: 0.99; COVID-19: 0.95).
Authors
- Edson C. Tandoc (ORCID: https://orcid.org/0000-0002-8740-9313)
- Lam Yin Cheung (ORCID: https://orcid.org/0000-0002-3377-3670)
- Koustuv Saha (ORCID: https://orcid.org/0000-0002-8872-2934)
- Navin Kumar (ORCID: https://orcid.org/0000-0003-4502-069X)
- Roy Ka-Wei Lee (ORCID: https://orcid.org/0000-0002-1986-7750)
- Val Alvern Cueco Ligo
Institutions
- Singapore University of Technology and Design (SG)
- University of Illinois Urbana-Champaign (US)
- Nanyang Technological University (SG)
- University of Illinois Chicago (US)
Publication Details
- Published
- 2025-05-08
- DOI
- https://doi.org/10.1145/3701716.3717542
- Citations
- 1
- Primary Topic
- Media Studies and Communication
- Type
- article
- Field-Weighted Citation Impact
- 3.86