Table 4.
Summary statistics for coefficients from simulation study with partial correlation of .55 and sample size of 500.
| (ρxy, ρxz, ρyz) = (.64,.5,.4), ρxy.z = .55, τxy.z = .36,n = 500 | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| Pearson correlation | Fisher-z | ||||||||
| Full | CC | EM | MI | Full | CC | EM | MI | ||
| 20% missing | |||||||||
| E(Bias) | −0.002 | −0.041 | −0.005 | −0.004 | −0.002 | −0.057 | −0.005 | −0.005 | |
| E(SE) | 0.037 | 0.043 | 0.035 | 0.041 | 0.045 | 0.050 | 0.051 | 0.048 | |
|
|
0.033 | 0.056 | 0.036 | 0.036 | 0.047 | 0.077 | 0.051 | 0.052 | |
| RE | 1 | 2.91 | 1.19 | 1.21 | 1 | 2.63 | 1.18 | 1.20 | |
| 95% Cov | 0.976 | 0.89 | 0.939 | 0.983 | 0.933 | 0.789 | 0.942 | 0.935 | |
| 35% missing | |||||||||
| E(Bias) | −0.001 | −0.062 | −0.009 | −0.008 | −0.001 | −0.084 | −0.012 | −0.011 | |
| E(SE) | 0.037 | 0.048 | 0.039 | 0.044 | 0.045 | 0.056 | 0.055 | 0.051 | |
|
|
0.032 | 0.075 | 0.04 | 0.04 | 0.046 | 0.101 | 0.057 | 0.057 | |
| RE | 1 | 5.49 | 1.55 | 1.57 | 1 | 4.79 | 1.51 | 1.5 | |
| 95% Cov | 0.976 | 0.802 | 0.941 | 0.976 | 0.947 | 0.66 | 0.94 | 0.941 | |
| 50% missing | |||||||||
| E(Bias) | −0.002 | −0.077 | −0.013 | −0.012 | −0.002 | −0.104 | −0.017 | −0.016 | |
| E(SE) | 0.037 | 0.056 | 0.043 | 0.049 | 0.045 | 0.064 | 0.062 | 0.055 | |
|
|
0.032 | 0.092 | 0.046 | 0.047 | 0.045 | 0.122 | 0.064 | 0.066 | |
| RE | 1 | 8.41 | 2.1 | 2.17 | 1 | 7.2 | 2.0 | 2.07 | |
| 95% Cov | 0.979 | 0.756 | 0.939 | 0.978 | 0.954 | 0.637 | 0.934 | 0.931 | |
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)