publications

books and recent publications

About This List

These publications explore digital politics, platform governance, misinformation, polarization, urban change, and computational social science methods. Across these themes, I am interested in the relationship between technological systems and collective life: how platforms shape what becomes visible, sayable, and politically possible.

The page offers a selection of books and papers, followed by a broader bibliography. For a more current list of recent work, please see my Google Scholar profile.

Cover of Intimate Communities of Hate

Intimate Communities of Hate (Routledge, 2024)

A book-length account of how social media affordances and online group dynamics fuel far-right extremism.

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Cover of Seeing Like a Platform

Seeing Like a Platform (Taylor & Francis, 2025)

A theoretical and empirical inquiry into platform power, governance, and digital modernity.

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Recent Publications

The recent work extends the research program into the dynamics of conflict, the politics of urban scarcity, multimodal misinformation, and the social consequences of generative AI.

Echo chambers are defined by conflict, not isolation (Sociological Science, 2026)

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This paper argues that conflict, rather than isolation alone, is central to the formation of online echo chambers. It introduces a signed-network approach that brings negative interactions into the study of polarization.

The aesthetics of climate misinformation (Environmental Politics, 2026)

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Uses computational analysis of text and images to examine how climate misinformation is framed across modalities.

The City as an Anti-Growth Machine (Antipode, 2026)

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Argues that financialized urban economies can make restricting development a way to protect asset values, producing an anti-growth machine with consequences for affordability and exclusion.

Political bias audits of LLMs capture sycophancy to the inferred auditor (arXiv, 2026)

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Shows how standard political-bias audits can partly measure how language models accommodate the identity and expectations of the person they infer is asking the questions.

Selected Publications: Questions and Contributions

1) How digital media drive affective polarization through partisan sorting (PNAS, 2022)

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This paper argues that social media intensify polarization less through persuasion and more through partisan sorting and identity reinforcement. The paper’s contribution is a clearer account of polarization dynamics, showing how changes in social connection can matter as much as changes in political opinion.

2) When do parties lie? Misinformation and radical-right populism across 26 countries (The International Journal of Press/Politics, 2026)

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A large cross-national analysis linking party families to misinformation behavior. It offers comparative evidence about how different political actors use misinformation, and raises questions about the relationship between political strategy and public trust.

3) Echo chambers and viral misinformation: Modeling fake news as complex contagion (PLoS ONE, 2018)

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An early computational model showing how misinformation can spread rapidly through clustered online networks. The paper develops a way of understanding misinformation as a networked contagion process, rather than only as an individual-level belief problem.

4) Inside a White Power echo chamber (New Media & Society, 2022)

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A close analysis of fringe online ecosystems and their role in radicalization. The paper connects platform architecture, emotional dynamics, and extremist mobilization in one empirical framework.

5) White supremacists anonymous (Journal of Information Technology & Politics, 2025)

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Examines how digital communication infrastructures emotionally energize far-right movements. It develops an account of how emotional amplification works in radical-right networked spaces.

6) Large language models outperform expert coders and supervised classifiers at annotating political social media messages (Social Science Computer Review, 2024)

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Tests LLM-based annotation against human experts and traditional classifiers. The paper offers a practical benchmark for using language models in computational social science, while also making the case for careful validation.

7) Validation is the Central Challenge for Generative Social Simulation (Artificial Intelligence Review, 2025)

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A critical review of LLM-driven agent-based simulation. The review asks what it would take to validate generative social simulations before relying on them in research or policy.

8) Artificial intelligence and the state: Seeing like an artificial neural network (Big Data & Society, 2025)

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Develops a theory of how AI infrastructures mediate state vision and governance. The paper brings social theory into conversation with debates about AI governance and the changing ways states see and act on society.

9) How platforms govern: Social regulation in digital capitalism (Big Data & Society, 2023)

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Develops a social-theoretical framework for platform governance beyond simple market or infrastructure metaphors. The paper clarifies how digital platforms regulate behavior at scale, including through ordinary design choices and social expectations.

10) Tweeting ourselves to death: The cultural logic of digital capitalism (Media, Culture & Society, 2022)

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Analyzes social media dynamics as part of broader political-economic transformations in digital capitalism. The paper connects platform behavior and polarization dynamics to deeper structural and cultural conditions.

Papers

Below is a broader list of journal articles, preprints, and conference papers.

Journal Articles

2026

  1. SocSci
    Echo chambers are defined by conflict, not isolation
    Anna Keuchenius, Petter Törnberg, and Justus Uitermark
    Sociological Science. Contribution: a signed-network approach that brings negative interactions into the study of polarization. , 2026
  2. EP
    The aesthetics of climate misinformation: Computational multimodal framing analysis with BERTopic and CLIP
    Anton Törnberg and Petter Törnberg
    Environmental Politics, 2026
  3. Antipode
    The City as an Anti-Growth Machine
    Petter Törnberg
    Antipode, 2026
  4. Echo chambers can emerge without algorithmic personalization or a preference for homogeneity
    Petter Törnberg
    PLoS ONE, 2026
  5. JQD:DM
    Shifts in U.S. social media use, 2020–2024: Decline, fragmentation, and enduring polarization
    Petter Törnberg
    Journal of Quantitative Description: Digital Media, 2026
    Published version; preprint available on arXiv
  6. Sociologica
    Social physics in the age of generative AI: How, exactly, is society complex?
    Petter Törnberg and Justus Uitermark
    Sociologica, 2026
  7. When do parties lie? Misinformation and radical-right populism across 26 countries
    Petter Törnberg and Juliana Chueri
    The International Journal of Press/Politics. Contribution: cross-national evidence about party-level misinformation and political strategy. , 2026
  8. How welfare states influence online platform work in Europe
    Juliana Chueri and Petter Törnberg
    Journal of European Social Policy, 2026

2025

  1. White supremacists anonymous: how digital media emotionally energize far-right movements
    Anton Törnberg and Petter Törnberg
    Journal of Information Technology & Politics. Contribution: an affective account of online radicalization in digital politics. , 2025
  2. BDS
    Artificial intelligence and the state: Seeing like an artificial neural network
    Petter Törnberg, Ola Söderström, Jennifer Barella, and 2 more authors
    Big Data & Society. Contribution: a bridge between AI governance and social theories of state power. , 2025
  3. AIR
    Validation is the Central Challenge for Generative Social Simulation: A Critical Review of LLMs in Agent-Based Modeling
    Maik Larooij and Petter Törnberg
    Artificial Intelligence Review. Contribution: a methodological case for validating generative social simulations. , 2025
    Published version; preprint available on arXiv
  4. SMS
    Social Media Imaginaries and the City: How the Attention Economy Is Reshaping Urban Built Environments
    Petter Törnberg
    Social Media+ Society, 2025
  5. DGS
    Comparative platform urbanism: Cities in a world of platforms
    Petter Törnberg and Ola Söderström
    Digital Geography and Society, 2025
  6. MCS
    Hype, financial narratives, and self-fulfilling prophecies in surveillance capitalism
    Petter Törnberg
    Media, Culture & Society, 2025

2024

  1. Large language models outperform expert coders and supervised classifiers at annotating political social media messages
    Petter Törnberg
    Social Science Computer Review. Contribution: a practical benchmark for language-model-assisted annotation in social research. , 2024
  2. SOC
    Best Practices for Text Annotation with Large Language Models
    Petter Törnberg
    Sociologica, 2024
  3. Network toxicity analysis: an information-theoretic approach to studying the social dynamics of online toxicity
    Rupert Kiddle, Petter Törnberg, and Damian Trilling
    Journal of Computational Social Science, 2024
  4. PRE
    Did Russia’s invasion of Ukraine unite Europe? Cohesion and divisions of the European Parliament on Twitter
    Juliana Chueri and Petter Törnberg
    Political Research Exchange, 2024

2023

  1. BDS
    How platforms govern: Social regulation in digital capitalism
    Petter Törnberg
    Big Data & Society. Contribution: a social-theoretical account of regulation through digital platforms. , 2023
  2. How to use Large Language Models for Text Analysis
    Petter Törnberg
    SAGE Methods, 2023

2022

  1. How digital media drive affective polarization through partisan sorting
    Petter Törnberg
    Proceedings of the National Academy of Sciences. Contribution: a mechanistic account of how platform-mediated sorting can intensify polarization. , 2022
  2. NMS
    Inside a White Power echo chamber: Why fringe digital spaces are polarizing politics
    Petter Törnberg and Anton Törnberg
    New Media & Society. Contribution: a framework connecting platform architecture, emotion, and extremist mobilization. , 2022
  3. MCS
    Tweeting ourselves to death: The cultural logic of digital capitalism
    Petter Törnberg and Justus Uitermark
    Media, Culture & Society, 2022
  4. CC
    Urban Mediatization and Planetary Gentrification: The Rise and Fall of a Favela across Media Platforms
    Petter Törnberg and Justus Uitermark
    City & Community, 2022
  5. How sharing is the "sharing economy"? Evidence from 97 Airbnb markets
    Petter Törnberg
    PLoS ONE, 2022
  6. UTR
    Platform placemaking and the digital urban culture of Airbnbification
    Petter Törnberg
    Urban Transformations, 2022

2021

  1. Modeling the emergence of affective polarization in the social media society
    Petter Törnberg
    PLoS ONE. Contribution: a bridge between polarization theory and computational social simulation. , 2021
  2. BDS
    For a heterodox computational social science
    Petter Törnberg and Justus Uitermark
    Big Data & Society, 2021
  3. MOB
    "Wake-up call for the white race": How Stormfront framed the elections of Obama and Trump
    Anton Törnberg and Petter Törnberg
    Mobilization, 2021
  4. SN
    Adoption and adaptation: A computational case study of the spread of Granovetter’s weak ties hypothesis
    Anna Keuchenius, Petter Törnberg, and Justus Uitermark
    Social Networks, 2021
  5. Political systems and political networks: the structure of parliamentarians’ retweet networks in 19 countries
    Livia Van Vliet, Petter Törnberg, and Justus Uitermark
    International Journal of Communication, 2021

2020

  1. The Twitter parliamentarian database: Analyzing Twitter politics across 26 countries
    Livia Van Vliet, Petter Törnberg, and Justus Uitermark
    PLoS ONE, 2020
  2. EPA
    Selling black places on Airbnb: Colonial discourse and the marketing of black communities in New York City
    Petter Törnberg and Letizia Chiappini
    Environment and Planning A: Economy and Space, 2020
  3. FSC
    Complex Control and the Governmentality of Digital Platforms
    Petter Törnberg and Justus Uitermark
    Frontiers in Sustainable Cities, 2020

2018

  1. Echo chambers and viral misinformation: Modeling fake news as complex contagion
    Petter Törnberg
    PLoS ONE. Contribution: an early model of misinformation diffusion and echo-chamber dynamics. , 2018

Preprints and Conference Papers

2026

  1. OSF
    Artificial intelligence for intelligence analysis
    Leonardo Goodall, Petter Törnberg, Julia Ebner, and 2 more authors
    2026
    OSF working paper
  2. arXiv
    Large language models reproduce racial stereotypes when used for text annotation
    Petter Törnberg
    2026
    arXiv preprint
  3. OSF
    AI summaries in social media improve dialogue but reduce engagement
    Michael Heseltine, Christopher Bail, Petter Törnberg, and 2 more authors
    2026
    Working paper
  4. arXiv
    Polarization by default: Auditing recommendation bias in LLM-based content curation
    Nicolò Pagan, Christopher Barrie, Chris Andrew Bail, and 1 more author
    2026
    arXiv preprint
  5. OSF
    Towards a post-social media studies
    Petter Törnberg and Richard Rogers
    2026
    OSF working paper
  6. arXiv
    Political bias audits of LLMs capture sycophancy to the inferred auditor
    Petter Törnberg and Michelle Schimmel
    2026
    arXiv preprint
  7. OSF
    Political identity drives choice of large language models—even when accuracy is incentivized
    Michael Heseltine, Christopher Bail, Petter Törnberg, and 2 more authors
    2026
    OSF working paper
  8. arXiv
    The politics attention makes: Platform media logic and the mediatization of politics
    Petter Törnberg
    2026
    arXiv preprint

2024

  1. arXiv
    Prompt stability scoring for text annotation with large language models
    Christopher Barrie, Elli Palaiologou, and Petter Törnberg
    2024
    arXiv preprint arXiv:2407.02039

2023

  1. arXiv
    Simulating social media using large language models to evaluate alternative news feed algorithms
    Petter Törnberg, Diliara Valeeva, Justus Uitermark, and 1 more author
    2023
    arXiv preprint arXiv:2310.05984

2026

  1. ICCS
    Beyond black-box agents: Explainable and validatable generative ABMs
    Xuening Tang and Petter Törnberg
    In International Conference on Computational Science, 2026

2025

  1. Toxic Bias: Perspective API misreads German as more toxic
    Gianluca Nogara, Francesco Pierri, Stefano Cresci, and 3 more authors
    In Proceedings of the International AAAI Conference on Web and Social Media, 2025

The full list changes over time; for the most current record, see Google Scholar.