Table 4.
Heterogeneous treatment effect | |||||||
---|---|---|---|---|---|---|---|
Propensity matching | Propensity weighting | ||||||
Coefficient | Bias | MSE | Coefficient | MSE | |||
Mean | SD | Mean | SD | ||||
No adjustment | 1.730 | 0.158 | 1.410 | 2.012 | 1.730 | 0.158 | 3.019 |
After adjustment | 0.321 | 0.096 | 0.000 | 0.009 | − 0.017 | 0.156 | 0.025 |
No interaction term | |||||||
Multiple imputation | |||||||
With Y | 0.304 | 0.095 | − 0.017 | 0.009 | − 0.041 | 0.170 | 0.031 |
Without Y | 0.536 | 0.101 | 0.215 | 0.056 | 0.292 | 0.142 | 0.105 |
Combined method | |||||||
With Y | 0.303 | 0.095 | − 0.018 | 0.009 | − 0.042 | 0.172 | 0.031 |
Without Y | 0.537 | 0.104 | 0.216 | 0.058 | 0.294 | 0.143 | 0.107 |
Interaction terms | |||||||
Multiple imputation | 0.315 | 0.094 | − 0.006 | 0.009 | − 0.014 | 0.169 | 0.029 |
Combined method | 0.315 | 0.096 | − 0.006 | 0.009 | − 0.015 | 0.171 | 0.029 |
No interaction term | |||||||
Multiple imputation | |||||||
With Y | 0.220 | 0.103 | − 0.101 | 0.021 | − 0.116 | 0.192 | 0.050 |
Without Y | 0.568 | 0.110 | 0.247 | 0.073 | 0.264 | 0.158 | 0.095 |
Combined method | |||||||
With Y | 0.220 | 0.101 | 0.010 | − 0.116 | 0.190 | 0.049 | |
Without Y | 0.568 | 0.111 | 0.248 | 0.074 | 0.264 | 0.157 | 0.094 |
Interaction terms | |||||||
Multiple imputation | 0.330 | 0.101 | 0.009 | 0.010 | 0.002 | 0.199 | 0.040 |
Combined method | 0.331 | 0.103 | 0.010 | 0.011 | 0.001 | 0.198 | 0.039 |
No interaction term | |||||||
Multiple imputation | |||||||
With Y | 0.102 | 0.110 | − 0.219 | 0.060 | − 0.269 | 0.213 | 0.118 |
Without Y | 0.570 | 0.110 | 0.249 | 0.074 | 0.325 | 0.153 | 0.129 |
Combined method | |||||||
With Y | 0.095 | 0.103 | − 0.225 | 0.061 | − 0.275 | 0.211 | 0.120 |
Without Y | 0.537 | 0.105 | 0.216 | 0.058 | 0.233 | 0.149 | 0.076 |
Interaction terms | |||||||
Multiple imputation | 0.173 | 0.101 | − 0.147 | 0.032 | − 0.197 | 0.220 | 0.087 |
Combined method | 0.169 | 0.103 | − 0.151 | 0.034 | − 0.206 | 0.215 | 0.089 |