Dealing with Common Method Variance in International Marketing Research

IF 4.9 2区 管理学 Q1 BUSINESS
H. Baumgartner, Bert Weijters
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引用次数: 19

Abstract

Common method variance (CMV) is an important concern in international marketing research because presumed substantive relationships may actually be due to shared method variance. Because method effects may vary systematically across cultures and countries, accounting for method effects in international marketing research is particularly critical. A systematic review of Journal of International Marketing articles published during a five-year period (2015–2019, N = 93) shows that (1) authors often report post hoc CMV tests but usually conclude that CMV is not an issue and (2) many post hoc tests are conducted using the Harman one-factor test and the marker variable technique, which have serious deficiencies for detecting and controlling CMV. Drawing on a classification and comparative evaluation of the most common statistical approaches for dealing with CMV, the authors recommend two approaches and propose a procedure for dealing with CMV in international marketing research. The procedure, which is based on multisample structural equation modeling, is illustrated with data from a cross-national pan-European survey (N = 11,970, 14 countries), which shows that even though method variance is present in the data, method effects do not seriously bias the substantive conclusions in this particular study.
国际营销研究中常用方法差异的处理
共同方法方差(CMV)是国际市场营销研究中的一个重要问题,因为假定的实质性关系实际上可能是由于共享的方法方差。由于方法效应在不同文化和国家之间可能存在系统性差异,因此在国际营销研究中考虑方法效应尤为重要。对《国际市场营销杂志》5年期间(2015-2019年,N = 93)发表的文章的系统回顾表明,(1)作者经常报告CMV事后检测,但通常得出CMV不是问题的结论;(2)许多事后检测使用的是哈曼单因素检验和标记变量技术,这些技术在检测和控制CMV方面存在严重缺陷。在对处理巨细胞病毒最常见的统计方法进行分类和比较评价的基础上,作者推荐了两种方法,并提出了在国际营销研究中处理巨细胞病毒的程序。该程序基于多样本结构方程模型,并使用一项跨国泛欧洲调查(N = 11,970, 14个国家)的数据进行说明,该数据表明,尽管数据中存在方法方差,但方法效应不会严重影响本特定研究的实质性结论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
8.70
自引率
17.20%
发文量
28
期刊介绍: As the globalization of markets continues at a rapid pace, business practitioners and educators alike face the challenge of staying current with the developments. Marketing managers require a source of new information and insights on international business events. International marketing educators require a forum for disseminating their thoughts and research findings. Journal of International Marketing(JIM) is an international, peer-reviewed journal dedicated to advancing international marketing practice, research, and theory. Contributions addressing any aspect of international marketing management are published each quarter.
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