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. Author manuscript; available in PMC: 2015 Jul 20.
Published in final edited form as: Stat Med. 2014 Mar 5;33(16):2797–2813. doi: 10.1002/sim.6123

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

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

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

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

Refer to Tables 2 and 3 for strategies’ details and abbreviations. The nominal coverage rate is taken to be 95%.