Table 3.
Simulation Results When the Second-Phase Sample Selection Depends on Both Y and Z
r | Covariate | SMLE
|
MLE0
|
PSE
|
||||||
---|---|---|---|---|---|---|---|---|---|---|
Bias | SE | SEE | CP | RE | Bias | SE | Bias | SE | ||
0.0 | X | 0.005 | 0.074 | 0.073 | 0.952 | 1.307 | 0.291 | 0.096 | 0.006 | 0.085 |
Z | 0.000 | 0.047 | 0.047 | 0.947 | 1.146 | −0.499 | 0.044 | 0.000 | 0.051 | |
0.1 | X | 0.004 | 0.070 | 0.070 | 0.952 | 1.220 | 0.267 | 0.093 | 0.004 | 0.078 |
Z | 0.000 | 0.049 | 0.049 | 0.945 | 1.123 | −0.556 | 0.041 | 0.001 | 0.052 | |
0.2 | X | 0.003 | 0.067 | 0.067 | 0.952 | 1.154 | 0.254 | 0.090 | 0.002 | 0.072 |
Z | 0.000 | 0.052 | 0.051 | 0.944 | 1.106 | −0.609 | 0.039 | 0.000 | 0.055 | |
0.3 | X | 0.003 | 0.066 | 0.066 | 0.950 | 1.118 | 0.241 | 0.089 | 0.002 | 0.070 |
Z | 0.000 | 0.056 | 0.055 | 0.945 | 1.092 | −0.658 | 0.038 | 0.000 | 0.059 |
NOTE: Bias and SE are, respectively, the empirical bias and standard error of the parameter estimator; SEE is the empirical mean of the standard error estimator; CP is the coverage probability of the 95% confidence interval; RE is the empirical variance of PSE over that of SMLE. Each entry is based on 10,000 replicates.