Table 5.
Estimated Differences in Earnings by Job Skills Training Receipt Status among Government-Sponsored Employment Program Participants from Inverse Probability of Treatment Weighted Mixed Effects Regression Models, National Longitudinal Survey of Youth 1979.
Model 1: IPTW Model |
Model 2: IPTW Model w/ Regression Adjustment |
Model 3: IPTW Model w/ Inverse Mills Ratios |
||||
---|---|---|---|---|---|---|
log(earnings) | SE | log(earnings) | SE | log(earnings) | SE | |
| ||||||
Fixed Effects | ||||||
Job-skills training | 0.404† | 0.237 | 0.528** | 0.194 | 0.495* | 0.194 |
Year | −0.014 | 0.010 | −0.019 | 0.012 | 0.009 | 0.012 |
Year2 | −0.004*** | 0.001 | −0.002* | 0.001 | −0.002* | 0.001 |
Sex (ref: Male) | −1.507*** | 0.195 | −0.625 | 0.380 | ||
Race (ref: White) | ||||||
Black | −0.893*** | 0.230 | −0.335 | 0.304 | ||
Hispanic | −0.478† | 0.248 | −0.161 | 0.275 | ||
Highest grade completed (ref: 0–8) | ||||||
9–11 | 0.289 | 0.496 | −0.188 | 0.485 | ||
12 | 1.223* | 0.508 | 0.109 | 0.582 | ||
13+ | 2.172*** | 0.506 | 0.376 | 0.774 | ||
Age of youngest child (ref: no child) | ||||||
Age 0 | 0.180 | 0.286 | 0.339 | 0.290 | ||
Ages 1–5 | −1.039*** | 0.283 | −0.201 | 0.460 | ||
Ages 6+ | 0.142 | 0.179 | 0.140 | 0.176 | ||
Health limitation (ref: no) | −3.071*** | 0.448 | 0.249 | 1.510 | ||
Inverse mills ratio | −5.945** | 2.177 | ||||
Constant | 7.938*** | 0.169 | 7.685*** | 0.609 | 10.249*** | 1.038 |
Random Effects | ||||||
Level-1 error | 3.500 | 0.083 | 3.427 | 0.105 | 3.415 | 0.098 |
Intercept | 2.709 | 0.099 | 2.064 | 0.105 | 2.034 | 0.103 |
F-test Statistics | 6.24*** | – | 21.28*** | – | 24.25*** | – |
Notes. IPTW = Inverse Probability of Treatment Weighting. Insignificant covariates (school enrollment status, urbanicity of residence) were removed from the model with regression adjustments. The final models include marital status and spousal income for estimation conversion.
< .1
p < .05
p < .01
p < .001.