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Bayesian Phylogenetic Survival Models of Regime-Type Longevity: Confronting Galton's Problem in Comparative Politics (v.1.1)
Halmstad University, School of Education, Humanities and Social Science.ORCID iD: 0000-0001-9495-3571
(English)Manuscript (preprint) (Other academic)
Abstract [en]

AbstractCross-national comparisons in political science routinely assume independent observations, risking overconfident inferences when shared historical lineages drive apparent correlations. We introduce a Bayesian phylogenetic survival framework to confront Galton's problem in the study of regime longevity. Using the LIED dataset (1789-2022), we transform 29 empirically observed regime-type "taxa" into spell-based survival data and construct a neighbor-joining phylogeny from seven binary institutional traits (e.g., suffrage rules, competitive elections) via Hamming distances. We then fit two multilevel survival models in brms/Stan: (i) a "dynamic" model treating spells as independent, and (ii) a "phylogenetic" model embedding regime-type relatedness through a random-effect with covariance matrix A derived from the tree. Comparing models via leave-one-out cross-validation, Bayes R², and credible-interval widths, we find that initial wealth (log₁₀ GDP per capita) strongly prolongs 19th-century regime spells, attenuates in the mid-20th century, and partially rebounds after 1980. Incorporating phylogenetic covariance modestly "shrinks" effect estimates toward the grand mean and widens uncertainty, yielding a small but non-negligible improvement in model calibration (ΔELPD ≈-1.8, SE = 1.8). Sensitivity checks-comparing complete-case versus multiple-imputation treatments and alternative GDP series-confirm the robustness of substantive conclusions. Our approach offers a principled remedy to non-independence in comparative politics by uniting evolutionary phylogenetics with Bayesian survival analysis.

Keywords [en]
evolution, political systems, bell curve estimation, world political history
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Economics and Business
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URN: urn:nbn:se:hh:diva-56669DOI: 10.5281/zenodo.15694582OAI: oai:DiVA.org:hh-56669DiVA, id: diva2:1975343
Available from: 2025-06-24 Created: 2025-06-24 Last updated: 2025-10-01Bibliographically approved

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Sandberg, Mikael

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CiteExportLink to record
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Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf