I am using the fairlie STATA module for decomposition (https://ideas.repec.org/c/boc/bocode/s456727.html) to analyze the following model:
Independent variables: aa001, aa004, ba016, ea104, eb001, eb002, ec003
Dependent variable: eh041 (binary: 0, 1)
Group variable: groupvar (binary: 0, 1)
However, I am unable to locate any information, either on STATAList.org or elsewhere, that helps me to interpret these results correctly. Also the publications by Fairlie didn't help me forward.
Question: Can anyone please help me to get into the right direction to interpret the results below?
Your response is highly appreciated!
The fairlie module is run using the following command:
Code:
fairlie eh041 aa001 aa004 ba016 ea104 eb001 eb002 ec023, by(groupvar)
Code:
Iteration 0: log likelihood = -877.38553 Iteration 1: log likelihood = -862.66744 Iteration 2: log likelihood = -862.24213 Iteration 3: log likelihood = -862.24169 Logistic regression Number of obs = 2976 LR chi2(7) = 30.29 Prob > chi2 = 0.0001 Log likelihood = -862.24169 Pseudo R2 = 0.0173 ------------------------------------------------------------------------------ groupvar | Coef. Std. Err. z P>|z| [95% Conf. Interval] -------------+---------------------------------------------------------------- aa001 | .4093181 .1622917 2.52 0.012 .0912323 .727404 aa004 | .0152344 .0065036 2.34 0.019 .0024875 .0279812 ba016 | -.16377 .0795174 -2.06 0.039 -.3196213 -.0079188 ea104 | -.0061618 .0080322 -0.77 0.443 -.0219046 .009581 eb001 | .2024671 .1832657 1.10 0.269 -.1567272 .5616613 eb002 | -.2667996 .1977646 -1.35 0.177 -.6544111 .1208119 ec023 | .1391324 .0841333 1.65 0.098 -.0257658 .3040306 _cons | 1.896858 .6315424 3.00 0.003 .6590576 3.134658 ------------------------------------------------------------------------------ Decomposition replications (100) ----+--- 1 ---+--- 2 ---+--- 3 ---+--- 4 ---+--- 5 .................................................. 50 .................................................. 100 Non-linear decomposition by groupvar (G) Number of obs = 6,312 N of obs G=0 = 2976 N of obs G=0 = 3336 Pr(Y!=0|G=0) = .91330645 Pr(Y!=0|G=1) = .89868106 Difference = .0146254 Total explained = .00011247 ------------------------------------------------------------------------------ groupvar | Coef. Std. Err. z P>|z| [95% Conf. Interval] -------------+---------------------------------------------------------------- aa001 | .0004943 .0005906 0.84 0.403 -.0006633 .0016518 aa004 | -.0010569 .0006778 -1.56 0.119 -.0023854 .0002716 ba016 | -.0001179 .0005283 -0.22 0.823 -.0011533 .0009176 ea104 | -.0002608 .0004181 -0.62 0.533 -.0010804 .0005587 eb001 | -.0001183 .000191 -0.62 0.536 -.0004927 .0002561 eb002 | .0006998 .0005598 1.25 0.211 -.0003974 .001797 ec023 | .0004668 .0003892 1.20 0.230 -.0002961 .0012296 ------------------------------------------------------------------------------
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