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st: Discrete-Time Event History Analysis (Logit) with RE


From   Andreas Schiffelholz <[email protected]>
To   [email protected]
Subject   st: Discrete-Time Event History Analysis (Logit) with RE
Date   Tue, 09 Jul 2013 12:05:43 +0200

Hello Statalist community,

I'm currently calculating a discrete-time event history analysis, using a logistic regression with duration dummies. The subject of analysis is an unbalanced panel of ~1000 company years (t: 9 years, x: 160 companies). I'm analyzing the influence factors of strategic changes (dep. var. in year x: 0 = no change in strategy in year x; 1 = change in strategy in year x). To account for duration effects I include Dummies in the model indicating the length of the current strategy phase ("1 year" as omitted base category, "2 years", "3 years", "4 years", "5+ years") if the length of the strategy phase is known and another dummy variable if the length is not known.

Because there is more than one strategy phase per company in the sample, I want to calculate a random effects model in addition to the cluster robust pooled logit model, with the company ID as the second level. If I calculate the random effects model (xtlogit, re) including only the duration dummies, there is hardly any difference to the corresponding pooled model with the "Likelihood-ratio test of rho=0" being far from significant and if I add more variables such as industry dummies, fiscal year dummies or company age there is no difference to the pooled coefficients at all, with :

Likelihood-ratio test of rho=0: chibar2(01) = 0.00 Prob >= chibar2 = 1.000


Does this just mean, that the random effects model is not needed and the pooled cluster robust model is suitable for my analysis or is it indicating a severe error in the specification of the model?


Thanks a lot!
Andreas



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