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A Paradigm for Assessing Unidimensionality and Measurement Properties in Manufacturing Research

机译:评估制造研究中的一维性和测量属性的范例

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The measurement of unobservable (latent) variables has been a recent phenomenon in the manufacturing research area. Most available empirical research in manufacturing has been exploratory in nature and has borrowed its methods extensively from other fields such as psychology, sociology, and marketing. Manufacturing researchers have, however, overlooked the assessment of unidimensionality, an essential measurement property and a basic assumption of measurement theory. An explicit evaluation of unidimensionality can be accomplished with a confirmatory factor analysis (CFA) of individual measures as specified by a multiple-indicator measurement model. A paradigm for scale development incorporating CFA for the assessment of unidimensionality is outlined here along with methodology to assess other measurement properties such as convergent validity, discriminant validity, composite reliability, and average variance extracted.
机译:不可观测(潜在)变量的测量已成为制造研究领域中的最新现象。制造业中大多数可用的实证研究本质上都是探索性的,并广泛借鉴了心理学,社会学和市场营销等其他领域的方法。但是,制造研究人员却忽略了对一维性的评估,一种基本的测量特性以及测量理论的一个基本假设。可以通过多指标测量模型指定的单个量度的确认因子分析(CFA)来完成对一维性的显式评估。本文概述了用于结合CFA进行一维评估的规模开发范例,以及评估其他度量属性(例如收敛效度,判别效度,复合信度和提取的平均方差)的方法。

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