Fitting and interpreting Cragg's tobit alternative using Stata

被引:192
作者
Burke, William J. [1 ]
机构
[1] Michigan State Univ, Dept Agr Food & Resource Econ, E Lansing, MI 48824 USA
关键词
st0179; craggit; two tier; two stage; double hurdle; corner-solution models; Craggit's tobit; LIMITED DEPENDENT-VARIABLES;
D O I
10.1177/1536867X0900900405
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 introduce the user-written command craggit, which simultaneously fits both tiers of Cragg's (1971, Econometrica 39: 829-844) "two-tier" (sometimes called "two-stage" or "double-hurdle") alternative to tobit for corner-solution models. A key limitation to the tobit model is that the probability of a positive value and the actual value, given that it is positive, are determined by the same underlying process (i.e., the same parameters). Cragg proposed a more flexible alternative that allows these outcomes to be determined by separate processes through the incorporation of a probit model in the first tier and a truncated normal model in the second. Also, tobit is nested in craggit, making the latter a popular choice among "two-tier" models. In the article, I also present postestimation syntax to facilitate the understanding and interpretation of results.
引用
收藏
页码:584 / 592
页数:9
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