Partial effects in probit and logit models with a triple dummy-variable interaction term

被引:36
作者
Cornelissen, Thomas [1 ]
Sonderhof, Katja [2 ]
机构
[1] UCL, Dept Econ, Ctr Res & Anal Migrat, London WC1E 6BT, England
[2] Leibniz Univ Hannover, Inst Labour Econ, Dept Econ & Management, Hannover, Germany
关键词
st0178; inteff3; probit model; dummy variables; interaction terms; partial effects; Stata; labor-market participation;
D O I
10.1177/1536867X0900900404
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 nonlinear regression models, such as probit or logit models, coefficients cannot be interpreted as partial effects. The partial effects are usually nonlinear combinations of all regressors and regression coefficients of the model. We derive the partial effects in such models with a triple dummy-variable interaction term. The formulas derived here are implemented in the Stata inteff3 command. The command also applies the delta method to compute the standard errors of the partial effects. We illustrate the use of the command with an empirical application, analyzing how the gender gap in labor-market participation is affected by the presence of children and a university degree. We find that the presence of children increases the gender gap in labor-market participation but that this increase is smaller for more highly educated individuals.
引用
收藏
页码:571 / 583
页数:13
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