Table 7.
Scenario 3: Estimated Bias (B), standard error (SE), root-mean-square error (RMSE) and percentage (%) coverage (COV) of causal effect estimators based on an outcome modeling (OM), an inverse-probability-weighting (IPW) and a doubly-robust (DR) approach (with different strategies)
n = 500 | n = 200 | |||||||
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Strategies | B | SE | RMSE | COV | B | SE | RMSE | COV |
OM, Full | .000 | .121 | .121 | 93.9 | .016 | .187 | .188 | 95.8 |
OM, MA | .037 | .121 | .126 | 93.0 | .085 | .188 | .206 | 92.5 |
OM, BAC | .000 | .121 | .121 | 93.5 | .020 | .186 | .188 | 95.2 |
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IPW, 1: Full | .025 | .212 | .214 | 89.5 | .062 | .280 | .287 | 91.9 |
IPW, 2: MA with αX | .025 | .209 | .211 | 88.6 | .077 | .261 | .272 | 88.7 |
IPW, 3: BAC with αX | .024 | .209 | .210 | 89.2 | .085 | .250 | .264 | 88.2 |
IPW, 4: MA with αY | .095 | .138 | .168 | 79.3 | .165 | .186 | .249 | 76.5 |
IPW, 5: BAC with αY | .025 | .209 | .211 | 88.9 | .076 | .254 | .265 | 88.7 |
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DR, 1: Full | .003 | .232 | .232 | 94.3 | .001 | .319 | .319 | 97.6 |
DR, 2: MA with (αX, αY) | .000 | .225 | .225 | 93.7 | .013 | .285 | .285 | 94.1 |
DR, 3: BAC with (αX, αY) | −.003 | .229 | .229 | 93.9 | .005 | .266 | .266 | 95.0 |
DR, 4: MA with (αY, αY) | .013 | .131 | .132 | 92.1 | .051 | .195 | .201 | 88.8 |
DR, 5: BAC with (αY, αY) | −.002 | .229 | .229 | 93.9 | .003 | .271 | .271 | 95.1 |