TABLE 2.
Results for simulation study investigating robustness (only β1), as described in Section 4.2
Symmetry | Data-generating model | Analysis strategy | True calue | AE | ESE | AESE | CP |
---|---|---|---|---|---|---|---|
Symmetric | Binomial | Binomial GLM | 0.2 | 0.201 | 0.0326 | 0.0327 | 0.954 |
SPGLM | 0.201 | 0.0338 | 0.0341 | 0.953 | |||
25% Overdispersion | Binomial GLM | 0.2 | 0.230 | 0.0438 | 0.0383 | 0.846 | |
SPGLM | 0.204 | 0.0398 | 0.0411 | 0.962 | |||
50% Overdispersion | Binomial GLM | 0.2 | 0.246 | 0.0579 | 0.0428 | 0.733 | |
SPGLM | 0.205 | 0.0489 | 0.0485 | 0.946 | |||
100% Overdispersion | Binomial GLM | 0.2 | 0.253 | 0.0766 | 0.0495 | 0.690 | |
SPGLM | 0.207 | 0.0628 | 0.0634 | 0.953 | |||
Skewed | Binomial | Binomial GLM | 0.2 | 0.201 | 0.0326 | 0.0328 | 0.954 |
SPGLM | 0.201 | 0.0341 | 0.0345 | 0.953 | |||
25% Overdispersion | Binomial GLM | 0.2 | 0.226 | 0.0466 | 0.0387 | 0.852 | |
SPGLM | 0.196 | 0.0418 | 0.0413 | 0.940 | |||
50% Overdispersion | Binomial GLM | 0.2 | 0.241 | 0.0595 | 0.0434 | 0.757 | |
SPGLM | 0.197 | 0.0495 | 0.0488 | 0.946 | |||
100% Overdispersion | Binomial GLM | 0.2 | 0.243 | 0.0806 | 0.0499 | 0.722 | |
SPGLM | 0.195 | 0.0649 | 0.0636 | 0.945 |
Abbreviations: AE, average estimate; ESE, empirical standard error; AESE, average estimated standard error; CP, coverage probability, 95% confidence intervals.