Beyond Digital "echo Chambers": The Role of Viewpoint Diversity in Political Discussion

Rishav Hada, Amir Ebrahimi Fard, Sarah Shugars, Federico Bianchi, Patricia Rossini, Dirk Hovy, Rebekah Tromble, Nava Tintarev

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

89 Downloads (Pure)

Abstract

Increasingly taking place in online spaces, modern political conversations are typically perceived to be unproductively affirming - -siloed in so called "echo chambers"of exclusively like-minded discussants. Yet, to date we lack sufficient means to measure viewpoint diversity in conversations. To this end, in this paper, we operationalize two viewpoint metrics proposed for recommender systems and adapt them to the context of social media conversations. This is the first study to apply these two metrics (Representation and Fragmentation) to real world data and to consider the implications for online conversations specifically. We apply these measures to two topics - -daylight savings time (DST), which serves as a control, and the more politically polarized topic of immigration. We find that the diversity scores for both Fragmentation and Representation are lower for immigration than for DST. Further, we find that while pro-immigrant views receive consistent pushback on the platform, anti-immigrant views largely operate within echo chambers. We observe less severe yet similar patterns for DST. Taken together, Representation and Fragmentation paint a meaningful and important new picture of viewpoint diversity.
Original languageEnglish
Title of host publicationWSDM 2023 - Proceedings of the 16th ACM International Conference on Web Search and Data Mining
PublisherAssociation for Computing Machinery (ACM)
Pages33-41
Number of pages9
ISBN (Electronic)9781450394079
DOIs
Publication statusPublished - 27 Feb 2023
Event16th ACM International Conference on Web Search and Data Mining - Singapore, Singapore
Duration: 27 Feb 20233 Mar 2023
https://www.wsdm-conference.org/2023/

Conference

Conference16th ACM International Conference on Web Search and Data Mining
Abbreviated titleWSDM 2023
Country/TerritorySingapore
CitySingapore
Period27/02/233/03/23
Internet address

Keywords

  • conversation network
  • echo chambers
  • Twitter
  • viewpoint diversity

Cite this