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From | "Joseph Coveney" <jcoveney@bigplanet.com> |
To | <statalist@hsphsun2.harvard.edu> |
Subject | st: Re: psmatch2 question |
Date | Wed, 25 Aug 2010 02:57:28 +0900 |
anna bargagliotti wrote: I am a bit confused on how to read the output for the psmatch2 command. I run the following: psmatch2 bootcamp2008 sex race classlevel_2008 engineering_2008 retorgradstem_2009, outcome(ucumgpa_2009) cal(.01) [output excerpted] My question is related to the T-stats reported (ie -.78 and .07). I am unsure how to interpret these. What are these exactly? I was under the impression that the T-stat for ATT (.07) is the statistic to use in determining whether the treatment had an effect on ucumgpa_2009, however, the output does not give a significance level. To check, I tried to recreate this T-stat by computing it by brute force but I could not do so. I tried the following: 1. reduced the sample to only those students who were in the treatment and their matches 2. created repeated samples for students who were matches more than one time 3. Performed the ttest comparing the ucumgpa_2009 of treatment vs. control (indicated by the bootcamp2008 variable) The tvalue I get is no where near the T-stat given by psmatch2. Have I misunderstood the output given by psmatch2? How do I tell whether the bootcamp2008 had a significant effect on ucumgpa_2009? -------------------------------------------------------------------------------- You can reconstruct the reported t statistic for ATT from the returned scalars r(att) and r(seatt). I'm guessing, but I believe that the command's authors have declined computing the associated p-value for the same reason that they have the output warn, "Note: S.E. for ATT does not take into account that the propensity score is estimated." That is, any computed p-value would be an overstatement. The help file for -psmatch2- suggests bootstrapping as an alternative approach (with a caveat about its validity) to computing the t statistic. Joseph Coveney * * For searches and help try: * http://www.stata.com/help.cgi?search * http://www.stata.com/support/statalist/faq * http://www.ats.ucla.edu/stat/stata/