Table 3.
Homogeneous treatment effect/unmeasured confounding | |||||||
---|---|---|---|---|---|---|---|
Propensity matching | Propensity weighting | ||||||
Coefficient | MSE | Coefficient | MSE | ||||
Mean | SD | Mean | SD | ||||
No missing | No adjustment | 2.011 | 0.154 | 4.068 | 2.011 | 0.154 | 4.068 |
After adjustment | 0.377 | 0.111 | 0.154 | 0.328 | 0.168 | 0.136 | |
MCAR | Complete case analysis | 0.362 | 0.152 | 0.154 | 0.336 | 0.233 | 0.167 |
Missing indicator | 0.870 | 0.138 | 0.776 | 0.774 | 0.171 | 0.628 | |
Multiple imputation | |||||||
With Y | 0.376 | 0.119 | 0.155 | 0.330 | 0.171 | 0.138 | |
Without Y | 0.807 | 0.119 | 0.665 | 0.771 | 0.165 | 0.621 | |
Combined method | |||||||
With Y | 0.375 | 0.119 | 0.155 | 0.330 | 0.171 | 0.138 | |
Without Y | 0.808 | 0.119 | 0.667 | 0.770 | 0.165 | 0.620 | |
MNAR | Complete case analysis | 0.145 | 0.163 | 0.048 | 0.157 | 0.255 | 0.089 |
Missing indicator | 0.514 | 0.117 | 0.277 | 0.345 | 0.197 | 0.158 | |
Multiple imputation | |||||||
With Y | 0.422 | 0.141 | 0.197 | 0.354 | 0.200 | 0.165 | |
Without Y | 1.003 | 0.129 | 1.023 | 1.028 | 0.154 | 1.079 | |
Combined method | |||||||
With Y | 0.240 | 0.114 | 0.071 | 0.169 | 0.191 | 0.065 | |
Without Y | 0.469 | 0.105 | 0.231 | 0.386 | 0.175 | 0.180 |