Direct and indirect effects in a logit model

被引:200
作者
Buis, Maarten L. [1 ]
机构
[1] Univ Tubingen, Dept Sociol, Tubingen, Germany
关键词
st0182; ldecomp; mediation; intervening variable; logit; direct effect; indirect effect; EDUCATIONAL-ATTAINMENT; CLASS DIFFERENTIALS;
D O I
10.1177/1536867X1001000104
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
In this article, I discuss a method by Erikson et al. (2005, Proceedings of the National Academy of Science 102: 9730-9733) for decomposing a total effect in a logit model into direct and indirect effects. Moreover, I extend this method in three ways. First, in the original method the variable through which the indirect effect occurs is assumed to be normally distributed. In this article, the method is generalized by allowing this variable to have any distribution. Second, the original method did not provide standard errors for the estimates. In this article, the bootstrap is proposed as a method of providing those. Third, I show how to include control variables in this decomposition, which was not allowed in the original method. The original method and these extensions are implemented in the ldecomp command.
引用
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页码:11 / 29
页数:19
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