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A Collectivism Index for Investigating Cultural Variation in China across Regions and Time
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  • Published: 17 February 2026

A Collectivism Index for Investigating Cultural Variation in China across Regions and Time

  • Liuqing Wei1Ā na1,
  • Thomas TalhelmĀ  ORCID: orcid.org/0000-0002-0954-57582Ā na1,
  • Jiong Zhu3,
  • Alexander Scott English4 &
  • …
  • An Huang5,6Ā 

Scientific Data , ArticleĀ number:Ā  (2026) Cite this article

  • 439 Accesses

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We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Human behaviour
  • Sociology

Abstract

We created a collectivism index to measure regional differences in China. The index uses eight Census indicators that reflect family living arrangements, marriage stability, innovation, and independence. The Census data offers large, nationally representative data, which ensures high-fidelity measurement and fine-grained geographic resolution from provinces down to prefectures (N = 356). The data also allows researchers to track change over time because the data stretches from 1982 to 2020. This dataset is useful for exploring causes of societal differences, outcomes of collectivism, and cultural shifts in longitudinal data.

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Data availability

All data is available on the Open Science Framework (OSF, https://doi.org/10.17605/OSF.IO/DX9JW).

Code availability

All code is available on the Open Science Framework (OSF) at https://doi.org/10.17605/OSF.IO/DX9JW. The provincial dataset and prefecture dataset are both available as.csv and.sav files (for use in SPSS). The codes to compute the collectivism index and to test the reliability and validity of the index are available as SPSS syntax files (.sps).

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Acknowledgements

We thank Yu Wang and Ruibo Xie for helping collect census data.

Author information

Author notes
  1. These authors contributed equally: Liuqing Wei, Thomas Talhelm.

Authors and Affiliations

  1. Department of Education, Hubei University, Wuhan, Hubei, China

    Liuqing Wei

  2. Booth School of Business, University of Chicago, Chicago, IL, USA

    Thomas Talhelm

  3. China Center for Agricultural Policy (CCAP), School of Advanced Agricultural Sciences, Peking University, Beijing, China

    Jiong Zhu

  4. Center for Behavioral Research Across Cultures, School of Psychology, Wenzhou-Kean University, Wenzhou, Zhejiang, China

    Alexander Scott English

  5. School of Economics, Sichuan University, Chengdu, Sichuan, China

    An Huang

  6. Department of Economics, Monash Business School, Monash University, Melbourne, VIC, Australia

    An Huang

Authors
  1. Liuqing Wei
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  2. Thomas Talhelm
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  4. Alexander Scott English
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  5. An Huang
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Contributions

L.W. collected data, drafted the manuscript, analyzed the data, and prepared and archived the datasets and code. T.T. conceived the original study, analyzed the data, and drafted and revised the manuscript. J.Z. visualized the data. A.E. revised the manuscript. A.H. analyzed the data.

Corresponding author

Correspondence to Thomas Talhelm.

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The authors declare no competing interests.

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Cite this article

Wei, L., Talhelm, T., Zhu, J. et al. A Collectivism Index for Investigating Cultural Variation in China across Regions and Time. Sci Data (2026). https://doi.org/10.1038/s41597-026-06661-1

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  • Received: 04 April 2025

  • Accepted: 20 January 2026

  • Published: 17 February 2026

  • DOI: https://doi.org/10.1038/s41597-026-06661-1

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