Table 3.
Summary statistics for coefficients from simulation study with partial correlation of .34 and sample size of 500.
| (ρxy, ρxz, ρyz) = (.35,.1,.15), ρxy.z = .34, τxy.z = .36,n = 500 | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| Pearson correlation | Fisher-z | ||||||||
| Full | CC | EM | MI | Full | CC | EM | MI | ||
| 20% missing | |||||||||
| E(Bias) | 0.001 | −0.058 | 0.001 | 0.001 | 0.002 | −0.064 | 0.001 | 0.002 | |
| E(SE) | 0.042 | 0.048 | 0.043 | 0.047 | 0.045 | 0.050 | 0.048 | 0.049 | |
|
|
0.04 | 0.074 | 0.044 | 0.044 | 0.045 | 0.081 | 0.05 | 0.05 | |
| RE | 1 | 3.49 | 1.24 | 1.26 | 1 | 3.26 | 1.24 | 1.26 | |
| 95% Cov | 0.96 | 0.809 | 0.933 | 0.963 | 0.952 | 0.768 | 0.938 | 0.954 | |
| 35% missing | |||||||||
| E(Bias) | 0.002 | −0.08 | 0.004 | 0.005 | 0.002 | −0.087 | 0.005 | 0.006 | |
| E(SE) | 0.042 | 0.054 | 0.047 | 0.051 | 0.045 | 0.056 | 0.053 | 0.053 | |
|
|
0.041 | 0.095 | 0.049 | 0.05 | 0.046 | 0.103 | 0.056 | 0.057 | |
| RE | 1 | 5.45 | 1.45 | 1.51 | 1 | 5.02 | 1.46 | 1.52 | |
| 95% Cov | 0.954 | 0.716 | 0.928 | 0.958 | 0.942 | 0.679 | 0.931 | 0.947 | |
| 50% missing | |||||||||
| E(Bias) | 0 | −0.097 | 0.011 | 0.013 | 0.001 | −0.105 | 0.014 | 0.015 | |
| E(SE) | 0.042 | 0.061 | 0.052 | 0.056 | 0.045 | 0.063 | 0.06 | 0.058 | |
|
|
0.041 | 0.113 | 0.055 | 0.056 | 0.046 | 0.123 | 0.063 | 0.064 | |
| RE | 1 | 7.74 | 1.83 | 1.89 | 1 | 7.07 | 1.89 | 1.95 | |
| 95% Cov | 0.96 | 0.651 | 0.927 | 0.96 | 0.949 | 0.621 | 0.935 | 0.941 | |
Note: full data (Full), complete case analysis (CC), the expectation-maximization algorithm (EM), multiple imputation (MI), standard error (SE), mean squared error (MSE), relative efficiency (RE), and 95% coverage probabilities (95% Cov)