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Validating Formative Partial Least Squares (PLS) Models: Methodological Review and Empirical Illustration

机译:验证形成性偏最小二乘(PLS)模型:方法论回顾和经验例证

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The issue of formative constructs, as opposed to the more frequently used reflective ones, has recently gained momentum among IS and Management researchers. Most researchers maintain that formative constructs have been understudied, and that there is paucity in methodological literature to guide researchers on how such constructs should be developed and estimated. A survey of IS research has revealed that about 29% of constructs were misspecified as reflective rather than formative constructs. Furthermore, guidelines about how models containing formative constructs should be indentified and estimated are fragmented and inconsistent. Thus, this paper aims to present a methodological review of formative model identification and evaluation. We bring a brief theoretical overview of formative constructs, and put together a guideline for estimating formative measurement and structural models. We then present a simplified model composed of three formative constructs and illustrate how it is assessed and estimated using SmartPLS.
机译:与更常用的反射式结构相反,形成性结构的问题最近在IS和管理研究人员中得到了发展。大多数研究人员认为,对形成性构建体的研究不足,并且方法学文献不足以指导研究人员如何开发和评估此类构建体。一项对IS研究的调查显示,约29%的构建体被错误地指定为反射性构建体而不是形成性构建体。此外,关于如何识别和估计包含形成结构的模型的指导方针是零散的和不一致的。因此,本文旨在对形成模型的识别和评估进行方法学综述。我们对构成结构进行了简要的理论概述,并提出了有关评估形成度量和结构模型的指南。然后,我们提出了一个简化的模型,该模型由三个形成性构造组成,并说明了如何使用SmartPLS对其进行评估。

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