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Polarization of public opinions on feminism in China

Author

Listed:
  • Jinghua Piao

    (Tsinghua University)

  • Fang Zhang

    (Tsinghua University)

  • Tianpei Ren

    (Tsinghua University)

  • Fengli Xu

    (Tsinghua University)

  • Jinglei Zhou

    (Tsinghua University)

  • Jun Su

    (Tsinghua University)

  • Peng Ru

    (Tsinghua University)

  • Yong Li

    (Tsinghua University)

Abstract

Global efforts on feminism and women’s equality are undergoing intense challenges under the transformative impact of social media and artificial intelligence (AI). This study explores the polarization of public opinions on feminism—a prevalent yet underexplored phenomenon—by analyzing large-scale empirical data from one of China’s most prominent short video platforms. Facilitated by a fine-tuned large language model, we assess 62K users’ opinions on feminism based on their 67M fine-grained behavioral records over two years. We observe a severe polarization of opinions on feminism, where users are asymmetrically polarized into two opposing camps—54.3% in the conservative camp and 34.4% in the liberal camp. We further reveal that the AI-driven recommendation algorithm contributes to two primary drivers of this polarization: (i) echo chambers, where the algorithmic gathering of like-minded users reinforces their shared similar opinions and (ii) battlefields, where opposing users conflict, strengthening pre-existing opinions. We point out that these two drivers are asymmetrically applied to the polarized camps, with conservatives more prone to echo chambers while liberals are more inclined to battlefields. Our study not only uncovers the polarization of public opinions on feminism and its drivers but also offers implications for reducing polarization on increasingly AI-dependent social media.

Suggested Citation

  • Jinghua Piao & Fang Zhang & Tianpei Ren & Fengli Xu & Jinglei Zhou & Jun Su & Peng Ru & Yong Li, 2025. "Polarization of public opinions on feminism in China," Palgrave Communications, Palgrave Macmillan, vol. 12(1), pages 1-13, December.
  • Handle: RePEc:pal:palcom:v:12:y:2025:i:1:d:10.1057_s41599-025-04635-z
    DOI: 10.1057/s41599-025-04635-z
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    References listed on IDEAS

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    1. Hetherington, Marc J., 2009. "Review Article: Putting Polarization in Perspective," British Journal of Political Science, Cambridge University Press, vol. 39(2), pages 413-448, April.
    2. Max Falkenberg & Alessandro Galeazzi & Maddalena Torricelli & Niccolò Di Marco & Francesca Larosa & Madalina Sas & Amin Mekacher & Warren Pearce & Fabiana Zollo & Walter Quattrociocchi & Andrea Baronc, 2022. "Growing polarization around climate change on social media," Nature Climate Change, Nature, vol. 12(12), pages 1114-1121, December.
    3. Fernando P. Santos & Yphtach Lelkes & Simon A. Levin, 2021. "Link recommendation algorithms and dynamics of polarization in online social networks," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 118(50), pages 2102141118-, December.
    4. Philipp Lorenz-Spreen & Lisa Oswald & Stephan Lewandowsky & Ralph Hertwig, 2023. "A systematic review of worldwide causal and correlational evidence on digital media and democracy," Nature Human Behaviour, Nature, vol. 7(1), pages 74-101, January.
    5. Jeffrey D. Sachs & Guido Schmidt-Traub & Mariana Mazzucato & Dirk Messner & Nebojsa Nakicenovic & Johan Rockström, 2019. "Six Transformations to achieve the Sustainable Development Goals," Nature Sustainability, Nature, vol. 2(9), pages 805-814, September.
    6. Jamie Murphy & Frédérique Vallières & Richard P. Bentall & Mark Shevlin & Orla McBride & Todd K. Hartman & Ryan McKay & Kate Bennett & Liam Mason & Jilly Gibson-Miller & Liat Levita & Anton P. Martine, 2021. "Psychological characteristics associated with COVID-19 vaccine hesitancy and resistance in Ireland and the United Kingdom," Nature Communications, Nature, vol. 12(1), pages 1-15, December.
    7. Eugen Dimant, 2024. "Hate Trumps Love: The Impact of Political Polarization on Social Preferences," Management Science, INFORMS, vol. 70(1), pages 1-31, January.
    8. Jianghao Wang & Yichun Fan & Juan Palacios & Yuchen Chai & Nicolas Guetta-Jeanrenaud & Nick Obradovich & Chenghu Zhou & Siqi Zheng, 2022. "Global evidence of expressed sentiment alterations during the COVID-19 pandemic," Nature Human Behaviour, Nature, vol. 6(3), pages 349-358, March.
    9. James Flamino & Alessandro Galeazzi & Stuart Feldman & Michael W. Macy & Brendan Cross & Zhenkun Zhou & Matteo Serafino & Alexandre Bovet & Hernán A. Makse & Boleslaw K. Szymanski, 2023. "Political polarization of news media and influencers on Twitter in the 2016 and 2020 US presidential elections," Nature Human Behaviour, Nature, vol. 7(6), pages 904-916, June.
    10. Brendan Nyhan & Jaime Settle & Emily Thorson & Magdalena Wojcieszak & Pablo Barberá & Annie Y. Chen & Hunt Allcott & Taylor Brown & Adriana Crespo-Tenorio & Drew Dimmery & Deen Freelon & Matthew Gentz, 2023. "Like-minded sources on Facebook are prevalent but not polarizing," Nature, Nature, vol. 620(7972), pages 137-144, August.
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