Investigating Human Values in Online Communities

ACL ARR 2024 August Submission176 Authors

15 Aug 2024 (modified: 20 Sept 2024)ACL ARR 2024 August SubmissionEveryoneRevisionsBibTeXCC BY 4.0
Abstract:

Human values play a vital role as an analytical tool in social sciences, enabling the study of diverse dimensions within society as a whole and among individual communities. This paper addresses the limitations of traditional survey-based studies of human values by proposing a computational application of Schwartz's values framework to Reddit, a platform organized into distinct online communities. After ensuring the reliability of automated value extraction tools for Reddit content, we automatically annotate six million posts across 10,000 subreddits with Schwartz values. Our analysis unveils both previously recorded and novel insights into the values prevalent within various online communities. For instance, when examining subreddits with differing opinions on controversial topics, we discover higher universalism values in the Vegan subreddit compared to Carnivores. Additionally, our study of geographically specific subreddits highlights the correlation between traditional values and conservative U.S. states.

Paper Type: Long
Research Area: Computational Social Science and Cultural Analytics
Research Area Keywords: NLP tools for social analysis, quantitative analyses of news and/or social media, NLP datasets
Contribution Types: NLP engineering experiment, Approaches to low-resource settings, Data resources, Data analysis
Languages Studied: English
Submission Number: 176
Loading