Table 7. Operating characteristics of the Bayesian estimator (posterior mean) of the treatment effect (ψ) as a function of the strength of the IV (λ).
| Sample size (n) | True correlation (ρGEN) | Treatment effect (true ψ= -.5) | IV effect (λ) | ||||
|---|---|---|---|---|---|---|---|
| 0 | .5 | 1.0 | 2.0 | ||||
| 1000 | 0 | Bias | .043 | .021 | -.025 | .002 | |
|
|
.692 | .549 | .347 | .176 | |||
| Coverage (%) | 93 | 92 | 92 | 93 | |||
| .2 | Bias | .293 | .060 | -.005 | .015 | ||
|
|
.750 | .546 | .304 | .161 | |||
| Coverage (%) | 91 | 98 | 97 | 97 | |||
| .5 | Bias | .426 | .142 | .012 | -.030 | ||
|
|
.762 | .493 | .260 | .163 | |||
| Coverage (%) | 93 | 97 | 96 | 96 | |||
|
| |||||||
| 5000 | 0 | Bias | .050 | -.011 | -.015 | .003 | |
|
|
.483 | .316 | .148 | .074 | |||
| Coverage (%) | 87 | 84 | 93 | 95 | |||
| .2 | Bias | .338 | .011 | .012 | -.005 | ||
|
|
.599 | .261 | .140 | .073 | |||
| Coverage (%) | 77 | 94 | 95 | 99 | |||
| .5 | Bias | .386 | .020 | .001 | -.014 | ||
|
|
.609 | .211 | .125 | .077 | |||
| Coverage (%) | 78 | 95 | 93 | 94 | |||
Note: The vague prior for ρ with E[ρ] = 0 and Var[ρ] = .33 is used.