Grammatical Redundancy in Scales: Using the “ConGRe” Process to Create Better Measures

冗余(工程) 计算机科学 自然语言处理 比例(比率) 可靠性(半导体) 人工智能 量子力学 操作系统 物理 功率(物理)
作者
Leah Alley,Imran Kadolkar,Alisha Gupta,José M. Cortina,Kurt Winsler
出处
期刊:Journal of Management [SAGE Publishing]
卷期号:52 (2): 677-728 被引量:4
标识
DOI:10.1177/01492063241291542
摘要

As theoretical models become more complex, there is more pressure to use less time-consuming methods generally, and shorter scales specifically. Although reliability is related to scale length, reliability cutoffs are easily met, even in very short scales, by writing or selecting items that are worded in nearly identical ways, that is, grammatical redundancy. However, grammatical redundancy increases reliability at the cost of domain sampling—a crucial early step in scale construction and one of the two pillars of content validity. Without it, a scale cannot capture the intended construct. The purpose of this paper is to provide scale developers (and shorteners) with a process for quantifying, identifying, and reducing grammatical redundancy without compromising conceptual redundancy, a process that we label ConGRe. Our process involves indices from the linguistics literature that can be used to guide decisions during item writing, that is, prior to data collection. We examine their relation to more traditional psychometric indicators and provide a set of benchmarks. Overall, we demonstrate that it is possible to reduce grammatical redundancy, thus avoiding scale deficiency, without sacrificing traditional psychometric properties.
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