A Causal Framework for Cross-Cultural Generalizability

IF 15.6 1区 心理学 Q1 PSYCHOLOGY
Dominik Deffner, J. Rohrer, R. Mcelreath
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引用次数: 27

Abstract

Behavioral researchers increasingly recognize the need for more diverse samples that capture the breadth of human experience. Current attempts to establish generalizability across populations focus on threats to validity, constraints on generalization, and the accumulation of large, cross-cultural data sets. But for continued progress, we also require a framework that lets us determine which inferences can be drawn and how to make informative cross-cultural comparisons. We describe a generative causal-modeling framework and outline simple graphical criteria to derive analytic strategies and implied generalizations. Using both simulated and real data, we demonstrate how to project and compare estimates across populations and further show how to formally represent measurement equivalence or inequivalence across societies. We conclude with a discussion of how a formal framework for generalizability can assist researchers in designing more informative cross-cultural studies and thus provides a more solid foundation for cumulative and generalizable behavioral research.
跨文化概括性的因果框架
行为研究人员越来越认识到需要更多样化的样本来捕捉人类经验的广度。目前试图建立跨人群的概括性主要集中在有效性的威胁、概括性的限制以及大型跨文化数据集的积累。但为了继续取得进展,我们还需要一个框架,让我们确定可以得出哪些推论,以及如何进行信息丰富的跨文化比较。我们描述了一个生成的因果建模框架,并概述了简单的图形准则,以导出分析策略和隐含的概括。使用模拟和真实数据,我们演示了如何在人群中预测和比较估计,并进一步展示了如何正式表示跨社会的测量等效或不等价。最后,我们讨论了概括性的正式框架如何帮助研究人员设计更多信息丰富的跨文化研究,从而为累积性和概括性行为研究提供更坚实的基础。
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来源期刊
CiteScore
21.20
自引率
0.70%
发文量
16
期刊介绍: In 2021, Advances in Methods and Practices in Psychological Science will undergo a transition to become an open access journal. This journal focuses on publishing innovative developments in research methods, practices, and conduct within the field of psychological science. It embraces a wide range of areas and topics and encourages the integration of methodological and analytical questions. The aim of AMPPS is to bring the latest methodological advances to researchers from various disciplines, even those who are not methodological experts. Therefore, the journal seeks submissions that are accessible to readers with different research interests and that represent the diverse research trends within the field of psychological science. The types of content that AMPPS welcomes include articles that communicate advancements in methods, practices, and metascience, as well as empirical scientific best practices. Additionally, tutorials, commentaries, and simulation studies on new techniques and research tools are encouraged. The journal also aims to publish papers that bring advances from specialized subfields to a broader audience. Lastly, AMPPS accepts Registered Replication Reports, which focus on replicating important findings from previously published studies. Overall, the transition of Advances in Methods and Practices in Psychological Science to an open access journal aims to increase accessibility and promote the dissemination of new developments in research methods and practices within the field of psychological science.
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