Collider bias in strategy and management research: An illustration using women CEO's effect on other women's career outcomes

对撞机 业务 营销 职业生涯管理 心理学 管理 知识管理 过程管理 公共关系 运营管理 计算机科学 经济 政治学 物理 核物理学
作者
Justin Frake,Andreas Hagemann,José Ignacio Uribe
出处
期刊:Strategic Management Journal [Wiley]
卷期号:45 (7): 1393-1419 被引量:3
标识
DOI:10.1002/smj.3588
摘要

Abstract Research Summary Collider bias can cause spurious correlations when researchers condition on a variable that is caused by—or shares a common cause with—both the outcome and the exposure variable. Despite its threat to inference, empirical research in strategy and management has largely overlooked the issue of collider bias. We distinguish colliders from other threats to identification and estimation and illustrate its importance with replications of published work suggesting that having a woman CEO reduces the career outcomes (compensation and representation) of other women executives. After accounting for collider bias, we find no evidence that women CEOs damage the career outcomes of other women in their organizations. We close by providing generalizable approaches to identify and mitigate the risk of collider bias in applied research. Managerial Summary Collider bias is a type of statistical problem that can generate misleading results in empirical research. Although research in strategy and management has given substantial attention to other types of statistical problems, the issue of collider bias has not received sufficient scrutiny. We illustrate this point with replications of published work suggesting that having a woman CEO reduces the career outcomes of other women executives. After accounting for collider bias, we find no evidence that women CEOs damage the career outcomes of other women in their organizations. We provide advice for detecting and addressing collider bias in empirical research.
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