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Investigating Human Values in Online Communities

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arxiv 2402.14177 v4 pith:77NVRN4F submitted 2024-02-21 cs.SI cs.CY

Investigating Human Values in Online Communities

classification cs.SI cs.CY
keywords valuescommunitiesonlinehumanmethodsubredditsanalysisvalue
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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Studying human values is instrumental for cross-cultural research, enabling a better understanding of preferences and behaviour of society at large and communities therein. To study the dynamics of communities online, we propose a method to computationally analyse values present on Reddit. Our method allows analysis at scale, complementing survey based approaches. We train a value relevance and a value polarity classifier, which we thoroughly evaluate using in-domain and out-of-domain human annotations. Using these, we automatically annotate over six million posts across 12k subreddits with Schwartz values. Our analysis unveils both previously recorded and novel insights into the values prevalent within various online communities. For instance, we discover a very negative stance towards conformity in the Vegan and AbolishTheMonarchy subreddits. Additionally, our study of geographically specific subreddits highlights the correlation between traditional values and conservative U.S. states. Through our work, we demonstrate how our dataset and method can be used as a complementary tool for qualitative study of online communication.

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