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Using the Dirichlet process to form clusters of people’s concerns in the context of future party identification

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  • Patrick Meyer
  • Fenja M Schophaus
  • Thomas Glassen
  • Jasmin Riedl
  • Julia M Rohrer
  • Gert G Wagner
  • Timo von Oertzen

Abstract

Connections between interindividual differences and people’s behavior has been widely researched in various contexts, often by using top-down group comparisons to explain interindividual differences. In contrast, in this study, we apply a bottom-up approach in which we identify meaningful clusters in people’s concerns about various areas of life (e.g., their own health, their financial situation, the environment). We apply a novel method, Dirichlet clustering, to large-scale longitudinal data from the German Socioeconomic Panel Study (SOEP) to investigate whether concerns of people living in Germany evaluated in 2010 (t0) cluster participants into robust and separable groups, and whether these groups vary regarding their party identification in 2017 (t0 + 7). Clustering results suggest a range of different groups with specific concern patterns. Some of these notably specific patterns of concerns indicate links to party identification. In particular, some patterns show an increased identification with smaller parties as the ‘Bündnis 90/Die Grünen’ (‘Greens’), the left wing party ‘Die Linke’ (‘The Left’) or the right-wing party ‘Alternative für Deutschland’ (‘Alternative for Germany’, AfD). Considering that we identify as many as 37 clusters in total, among them at least six with clearly different party identification, it can also be concluded that the complexity of political concerns may be larger than has been assumed before.

Suggested Citation

  • Patrick Meyer & Fenja M Schophaus & Thomas Glassen & Jasmin Riedl & Julia M Rohrer & Gert G Wagner & Timo von Oertzen, 2019. "Using the Dirichlet process to form clusters of people’s concerns in the context of future party identification," PLOS ONE, Public Library of Science, vol. 14(3), pages 1-20, March.
  • Handle: RePEc:plo:pone00:0212944
    DOI: 10.1371/journal.pone.0212944
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    1. Julia M Rohrer & Martin Brümmer & Stefan C Schmukle & Jan Goebel & Gert G Wagner, 2017. ""What else are you worried about?" – Integrating textual responses into quantitative social science research," PLOS ONE, Public Library of Science, vol. 12(7), pages 1-34, July.
    2. Anthony Downs, 1957. "An Economic Theory of Political Action in a Democracy," Journal of Political Economy, University of Chicago Press, vol. 65(2), pages 135-135.
    3. Jennings, M. Kent & Markus, Gregory B., 1984. "Partisan Orientations over the Long Haul: Results from the Three-Wave Political Socialization Panel Study," American Political Science Review, Cambridge University Press, vol. 78(4), pages 1000-1018, December.
    4. Klingemann, Hans-Dieter & Wattenberg, Martin P., 1992. "Decaying Versus Developing Party Systems: A Comparison of Party Images in the United States and West Germany," British Journal of Political Science, Cambridge University Press, vol. 22(2), pages 131-149, April.
    5. Gerber, Alan S. & Huber, Gregory A. & Doherty, David & Dowling, Conor M. & Ha, Shang E., 2010. "Personality and Political Attitudes: Relationships across Issue Domains and Political Contexts," American Political Science Review, Cambridge University Press, vol. 104(1), pages 111-133, February.
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    1. Ulrich Rendtel & Stefan Liebig & Reinhard Meister & Gert G. Wagner & Sabine Zinn, 2021. "Die Erforschung der Dynamik der Corona-Pandemie in Deutschland: Survey-Konzepte und eine exemplarische Umsetzung mit dem Sozio-oekonomischen Panel (SOEP) [The research on the dynamics of the Corona," AStA Wirtschafts- und Sozialstatistisches Archiv, Springer;Deutsche Statistische Gesellschaft - German Statistical Society, vol. 15(3), pages 155-196, December.

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