A Long-Term Analysis of Polarization on Twitter
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Abstract (arXiv)
Social media has played an important role in shaping political discourse over the last decade. At the same time, it is often perceived to have increased political polarization, thanks to the scale of discussions and their public nature. In this paper, we try to answer the question of whether political polarization in the US on Twitter has increased over the last eight years. We analyze a large longitudinal Twitter dataset of 679,000 users and look at signs of polarization in their (i) network - how people follow political and media accounts, (ii) tweeting behavior - whether they retweet content from both sides, and (iii) content - how partisan the hashtags they use are. Our analysis shows that online polarization has indeed increased over the past eight years and that, depending on the measure, the relative change is 10%-20%. Our study is one of very few with such a long-term perspective, encompassing two US presidential elections and two mid-term elections, providing a rare longitudinal analysis.
Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 8 Mar 2017.
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Citing papers per year: 2021: 4; 2022: 0; 2023: 6; 2024: 4; 2025: 1; 2026: 2.
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- 2023Leveraging Large Language Models in Conversational Recommender Systemscited by 63
- 2024LLMs generate structurally realistic social networks but overestimate political homophilycited by 33
- 2021POLE: Polarized Embedding for Signed Networkscited by 17
- 2023A Review of the Role of Causality in Developing Trustworthy AI Systemscited by 14
- 2021A Survey on Echo Chambers on Social Media: Description, Detection and Mitigationcited by 12
- 2023Characterizing Polarization in Social Networks using the Signed Relational Latent Distance Modelcited by 9
- 2021Identification of Twitter Bots Based on an Explainable Machine Learning Framework: The US 2020 Elections Case Studycited by 3
- 2021Hate versus Politics: Detection of Hate against Policy makers in Italian tweetscited by 2
- 2026An Empirical Study of Collective Behaviors and Social Dynamics in Large Language Model Agentscited by 2
- 2023Adversaries with Limited Information in the Friedkin--Johnsen Modelcited by 1
- 2026Large Language Models Unpack Complex Political Opinions through Target-Stance Extractioncited by 1
- 2023Party Prediction for Twittercited by 0
5 more
- 2023Quantitative Analysis of Forecasting Models:In the Aspect of Online Political Biascited by 0
- 2024Bridging or Breaking: Impact of Intergroup Interactions on Religious Polarizationcited by 0
- 2024Political Leaning Inference through Plurinational Scenarioscited by 0
- 2024How Similar Are Elected Politicians and Their Constituents? Quantitative Evidence From Online Social Networkscited by 0
- 2025Visibility Allocation Systems: How Algorithmic Design Shapes Online Visibility and Societal Outcomescited by 0
- 2026Large Language Models Unpack Complex Political Opinions through Target-Stance Extraction7 Mar 2026
- 2026An Empirical Study of Collective Behaviors and Social Dynamics in Large Language Model Agents3 Feb 2026
- 2025Visibility Allocation Systems: How Algorithmic Design Shapes Online Visibility and Societal Outcomes20 Oct 2025
- 2024LLMs generate structurally realistic social networks but overestimate political homophily29 Aug 2024
- 2024How Similar Are Elected Politicians and Their Constituents? Quantitative Evidence From Online Social Networks3 Jul 2024
- 2024Political Leaning Inference through Plurinational Scenarios12 Jun 2024
- 2024Bridging or Breaking: Impact of Intergroup Interactions on Religious Polarization19 Feb 2024
- 2023Quantitative Analysis of Forecasting Models:In the Aspect of Online Political Bias11 Sep 2023
- 2023Party Prediction for Twitter25 Aug 2023
- 2023Adversaries with Limited Information in the Friedkin--Johnsen Model17 Jun 2023
- 2023Leveraging Large Language Models in Conversational Recommender Systems13 May 2023
- 2023A Review of the Role of Causality in Developing Trustworthy AI Systems14 Feb 2023
5 more
- 2023Characterizing Polarization in Social Networks using the Signed Relational Latent Distance Model23 Jan 2023
- 2021A Survey on Echo Chambers on Social Media: Description, Detection and Mitigation9 Dec 2021
- 2021Identification of Twitter Bots Based on an Explainable Machine Learning Framework: The US 2020 Elections Case Study8 Dec 2021
- 2021POLE: Polarized Embedding for Signed Networks17 Oct 2021
- 2021Hate versus Politics: Detection of Hate against Policy makers in Italian tweets12 Jul 2021
- 2023Leveraging Large Language Models in Conversational Recommender Systemscited by 63
- 2024LLMs generate structurally realistic social networks but overestimate political homophilycited by 33
- 2021POLE: Polarized Embedding for Signed Networkscited by 17
- 2023A Review of the Role of Causality in Developing Trustworthy AI Systemscited by 14
- 2021A Survey on Echo Chambers on Social Media: Description, Detection and Mitigationcited by 12
- 2023Characterizing Polarization in Social Networks using the Signed Relational Latent Distance Modelcited by 9
- 2021Identification of Twitter Bots Based on an Explainable Machine Learning Framework: The US 2020 Elections Case Studycited by 3
- 2021Hate versus Politics: Detection of Hate against Policy makers in Italian tweetscited by 2
- 2023Adversaries with Limited Information in the Friedkin--Johnsen Modelcited by 1
- 2026Large Language Models Unpack Complex Political Opinions through Target-Stance Extractioncited by 1
- 2023Party Prediction for Twittercited by 0
- 2023Quantitative Analysis of Forecasting Models:In the Aspect of Online Political Biascited by 0
12 most cited of 16 All 16 (JSON)
- 2026Large Language Models Unpack Complex Political Opinions through Target-Stance Extraction7 Mar 2026
- 2025Visibility Allocation Systems: How Algorithmic Design Shapes Online Visibility and Societal Outcomes20 Oct 2025
- 2024LLMs generate structurally realistic social networks but overestimate political homophily29 Aug 2024
- 2024How Similar Are Elected Politicians and Their Constituents? Quantitative Evidence From Online Social Networks3 Jul 2024
- 2024Political Leaning Inference through Plurinational Scenarios12 Jun 2024
- 2024Bridging or Breaking: Impact of Intergroup Interactions on Religious Polarization19 Feb 2024
- 2023Quantitative Analysis of Forecasting Models:In the Aspect of Online Political Bias11 Sep 2023
- 2023Party Prediction for Twitter25 Aug 2023
- 2023Adversaries with Limited Information in the Friedkin--Johnsen Model17 Jun 2023
- 2023Leveraging Large Language Models in Conversational Recommender Systems13 May 2023
- 2023A Review of the Role of Causality in Developing Trustworthy AI Systems14 Feb 2023
- 2023Characterizing Polarization in Social Networks using the Signed Relational Latent Distance Model23 Jan 2023
12 newest of 16 All 16 (JSON)