Health Services Research Unit, Department of Community Medicine, University of Tromsø, Tromso, Norway.
J Epidemiol Community Health. 2017 Nov;71(11):1037-1045. doi: 10.1136/jech-2016-208671. Epub 2017 Sep 12.
Previous methods for assessing mediation assume no multiplicative interactions. The inverse odds weighting (IOW) approach has been presented as a method that can be used even when interactions exist. The substantive aim of this study was to assess the indirect effect of education on health and well-being via four indicators of adult socioeconomic status (SES): income, management position, occupational hierarchy position and subjective social status.
8516 men and women from the Tromsø Study (Norway) were followed for 17 years. Education was measured at age 25-74 years, while SES and health and well-being were measured at age 42-91 years. Natural direct and indirect effects (NIE) were estimated using weighted Poisson regression models with IOW. Stata code is provided that makes it easy to assess mediation in any multiple imputed dataset with multiple mediators and interactions.
Low education was associated with lower SES. Consequently, low SES was associated with being unhealthy and having a low level of well-being. The effect (NIE) of education on health and well-being is mediated by income, management position, occupational hierarchy position and subjective social status.
This study contributes to the literature on mediation analysis, as well as the literature on the importance of education for health-related quality of life and subjective well-being. The influence of education on health and well-being had different pathways in this Norwegian sample.
先前评估中介效应的方法假设不存在乘法交互作用。逆概率加权(Inverse Probability Weighting,IOW)方法已被提出,即使存在交互作用,也可以使用该方法。本研究的实质目的是通过四个成人社会经济地位(Socioeconomic Status,SES)指标(收入、管理职位、职业层级和主观社会地位)评估教育对健康和幸福感的间接效应。
特罗姆瑟研究(挪威)中的 8516 名男性和女性参与者随访了 17 年。教育状况在 25-74 岁时进行测量,而 SES 以及健康和幸福感在 42-91 岁时进行测量。使用加权泊松回归模型和 IOW 估计自然直接和间接效应(Natural Direct and Indirect Effects,NIE)。提供了 Stata 代码,使得在具有多个中介和交互作用的任何多重插补数据集中评估中介效应变得容易。
低教育水平与低 SES 相关。因此,低 SES 与不健康和低幸福感水平相关。教育对健康和幸福感的影响(NIE)通过收入、管理职位、职业层级和主观社会地位来介导。
本研究为中介分析以及教育对健康相关生活质量和主观幸福感重要性的文献做出了贡献。在这个挪威样本中,教育对健康和幸福感的影响有不同的途径。