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The Threat of Common Method Variance Bias to Theory Building

机译:常用方法方差偏向对理论建构的威胁

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The need for more theory building scholarship remains one of the pressing issues in the field of HRD. Researchers can employ quantitative, qualitative, and/or mixed methods to support vital theory-building efforts, understanding however that each approach has its limitations.The purpose of this article is to explore common method variance bias as one of the possible major threats to the validity of quantitative research findings upon which significant theory building relies. Common method variance has been shown to introduce systematic bias into a study by artificially inflating or deflating correlations, thereby threatening the validity of conclusions drawn about the links between constructs. Both procedural design and statistical control solutions are provided to minimize its likelihood in studies with monomethod designs. Finally, editors and reviewers are called upon to support knowledge-building about how best to handle common method variance bias in quantitative studies.
机译:需要更多的理论建设奖学金仍然是人力资源开发领域的紧迫问题之一。研究人员可以采用定量,定性和/或混合方法来支持重要的理论构建工作,但是要理解每种方法都有其局限性。本文的目的是探讨常见方法方差偏差是对方法潜在的主要威胁之一。重大理论基础所依赖的定量研究结果的有效性。常见方法的变异性已被证明会通过人为地夸大或缩小相关性而将系统性偏见引入研究,从而威胁到有关结构之间联系的结论的有效性。同时提供了程序设计和统计控制解决方案,以最大程度地减少单方法设计研究中的可能性。最后,要求编辑和审稿人支持有关如何最好地处理定量研究中通用方法方差偏差的知识建设。

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