• Media type: E-Article
  • Title: Cross-national analyses require additional controls to account for the non-independence of nations
  • Contributor: Claessens, Scott; Kyritsis, Thanos; Atkinson, Quentin D.
  • imprint: Springer Science and Business Media LLC, 2023
  • Published in: Nature Communications
  • Language: English
  • DOI: 10.1038/s41467-023-41486-1
  • ISSN: 2041-1723
  • Keywords: General Physics and Astronomy ; General Biochemistry, Genetics and Molecular Biology ; General Chemistry ; Multidisciplinary
  • Origination:
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  • Description: <jats:title>Abstract</jats:title><jats:p>Cross-national analyses test hypotheses about the drivers of variation in national outcomes. However, since nations are connected in various ways, such as via spatial proximity and shared cultural ancestry, cross-national analyses often violate assumptions of non-independence, inflating false positive rates. Here, we show that, despite being recognised as an important statistical pitfall for over 200 years, cross-national research in economics and psychology still does not sufficiently account for non-independence. In a review of the 100 highest-cited cross-national studies of economic development and values, we find that controls for non-independence are rare. When studies do control for non-independence, our simulations suggest that most commonly used methods are insufficient for reducing false positives in non-independent data. In reanalyses of twelve previous cross-national correlations, half of the estimates are compatible with no association after controlling for non-independence using global proximity matrices. We urge social scientists to sufficiently control for non-independence in cross-national research.</jats:p>
  • Access State: Open Access