Are structural equation models theories and does it matter?

D. Trafimow, M. Hyman, Alena Kostyk
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引用次数: 1

Abstract

ABSTRACT In their introductory marketing, management, and social psychology courses, undergraduates learn that correlation coefficients provide weak evidence for causal conclusions. Nonetheless, researchers conclude causally from correlation coefficients by drawing causal arrows in their structural equation models (SEMs). Although most researchers avoid describing their findings in causal language, obligatory recommendations for applying those findings insert causation. Researchers’ standard rejoinder to validity challenges is “the critics have ignored theory’s role in rendering our SEM internally and externally valid”. To evaluate this rejoinder, we explore SEMs based on comprehensive underlying theories and as stand-alone and testable context-specific theories that blend previously published hypotheses and findings. In most cases, the rejoinder is unconvincing.
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结构方程模型是理论吗?它重要吗?
摘要在市场营销、管理和社会心理学导论课程中,本科生了解到相关系数为因果结论提供了薄弱的证据。尽管如此,研究人员通过在结构方程模型(SEM)中绘制因果箭头,从相关系数得出因果结论。尽管大多数研究人员避免用因果语言描述他们的发现,但应用这些发现的强制性建议插入了因果关系。研究人员对有效性挑战的标准回应是“批评者忽视了理论在使我们的SEM内部和外部有效方面的作用”。为了评估这一反驳,我们基于全面的基础理论,以及融合了先前发表的假设和发现的独立和可测试的特定情境理论,探索了SEM。在大多数情况下,反驳是不令人信服的。
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CiteScore
4.00
自引率
6.20%
发文量
21
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