For my Dissertation I am calculating a multilevel regression with data from a cross-national survey. Apart from the national differences I have got a special focus on differences between postcommunist and capitalist societies. For the latter I engage a matching-procedure additionally.
However, I am not sure if it is statistically feasible to include country-level variables in my propensity score calculation. My outcome-variable is life satisfaction.
These are my results with the country-level variables:
Variable Sample | Treated | Controls || Difference | S.E. | T-stat |
stflife Unmatched | 6.52477649 | 7.30727985 || -.782503361 | .010444271 | -74.92 |
ATT | 6.5630657 | 6.1991459 || .363919805 | .047303311 | 7.69 |
Note: | S.E. does not take into | account that | the propensity score is | estimated. |
psmatch2: | psmatch2: Common | |
Treatment | support | |
assignment | Off suppo || On suppor | Total |
Untreated | 0 || 154,234 | 154,234 |
Treated | 2,333 || 52,921 | 55,254 |
Total | 2,333 || 207,155 | 209,488 |
Variable Sample | Treated | Controls || Difference | S.E. | T-stat |
stflife Unmatched | 6.42518045 | 7.31894856 || -.893768108 | .009584001 | -93.26 |
ATT | 6.42515767 | 6.51730024 || -.092142568 | .015272386 | -6.03 |
Note: | S.E. does not take into | account that | the propensity score is | estimated. |
psmatch2: | psmatch2: Common | |
Treatment | support | |
assignment | Off suppo || On suppor | Total |
Untreated | 0 || 171,802 | 171,802 |
Treated | 1 || 69,132 | 69,133 |
Total | 1 || 240,934 | 240,935 |
Code:
psmatch2 postcom fem agea agesquared income attend edu_local subhealth domicil unemployed SocialTrust actandinst regulatory supranational gdppc socspend domicil_C Gini, out(stflife) common est store pps1 psmatch2 postcom fem agea agesquared income attend edu_local subhealth domicil unemployed SocialTrust actandinst regulatory supranational, out(stflife) common est store pps2
Nevertheless, I guess both results are quite strong.
So eventuallly my question is if it is feasible and worth including country-level variables?? And why ?
Fritz
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