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利用职业适应性与工作满意度的关系阐释工具变量回归

Illustrating Instrumental Variable Regressions Using the Career Adaptability - Job Satisfaction Relationship.

作者信息

Bollmann Grégoire, Rouzinov Serguei, Berchtold André, Rossier Jérôme

机构信息

Department of Psychology, University of Zurich, Zurich, Switzerland.

NCCR LIVES, University of Lausanne, Lausanne, Switzerland.

出版信息

Front Psychol. 2019 Jun 28;10:1481. doi: 10.3389/fpsyg.2019.01481. eCollection 2019.

DOI:10.3389/fpsyg.2019.01481
PMID:31316437
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6611186/
Abstract

This article illustrates instrumental variable (IV) estimation by examining an unexpected finding of the research on career adaptability and job satisfaction. Theoretical and empirical arguments suggest that in the general population, people's abilities to adapt their careers are beneficial to their job satisfaction. However, a recent meta-analysis unexpectedly found no effect when personality traits are controlled for. We argue that a reverse effect of job satisfaction on career adaptability, originating from affective tendencies tied to personality, might explain this null effect. Our argument implies that the estimates obtained with traditional ordinary least squares (OLS) regressions are biased by endogeneity, a correlation between an explanatory variable and the error term in a regression model. When experimental manipulations are impossible, IV estimations, such as two-stage least squares (2SLS) regressions, are one possible solution to the endogeneity problem. Analyzing three waves of data from a sample of 836 adults, the concurrent and time-lagged effect of job satisfaction on career adaptability was revealed to be more consistent than the reverse. Our results provide an explanation, rooted in affective dispositions, as to why recent meta-analytical estimates unexpectedly found that career adaptability does not predict job satisfaction at the interindividual level. We also discuss IV estimation in terms of its limits, weight the interpretation of its estimates against the temporality criterion for causal inference, and consider its possible extension to analyses of change.

摘要

本文通过审视职业适应性与工作满意度研究中的一个意外发现,阐述了工具变量(IV)估计法。理论和实证观点表明,在一般人群中,人们的职业适应能力对其工作满意度有益。然而,最近的一项荟萃分析意外发现,在控制了人格特质后,职业适应能力对工作满意度没有影响。我们认为,工作满意度对职业适应性的反向影响,源于与人格相关的情感倾向,可能解释了这一零效应。我们的观点意味着,用传统的普通最小二乘法(OLS)回归得到的估计值会受到内生性的影响而产生偏差,内生性是指解释变量与回归模型中的误差项之间的相关性。当无法进行实验操纵时,诸如两阶段最小二乘法(2SLS)回归等工具变量估计法是解决内生性问题的一种可能方法。通过分析来自836名成年人样本的三轮数据,发现工作满意度对职业适应性的同步和滞后效应比反向效应更为一致。我们的研究结果基于情感倾向,解释了为何最近的荟萃分析估计意外发现,在个体层面上职业适应性并不能预测工作满意度。我们还讨论了工具变量估计法的局限性,根据因果推断的时间标准权衡其估计值的解释,并考虑其在变化分析中的可能扩展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b263/6611186/6a7f54aa71ca/fpsyg-10-01481-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b263/6611186/6a7f54aa71ca/fpsyg-10-01481-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b263/6611186/6a7f54aa71ca/fpsyg-10-01481-g001.jpg

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