Table 5.
N | Missing data rate | Complete data | Missing completely at random (MCAR) | Missing at random (MAR) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
|
|
|||||||||||
CPI | GAPI | UPI | LMS | CPI | GAPI | UPI | LMS | CPI | GAPI | UPI | LMS | ||
(A) sr2 = 0.05 | |||||||||||||
100 | 15% | 0.871 | 0.863 | 0.900 | 0.924 | 0.888 | 1.120 | 1.140 | 0.902 | 0.873 | 1.028 | 1.068 | 0.884 |
100 | 25% | 0.871 | 0.863 | 0.900 | 0.924 | 0.859 | 1.021 | 1.065 | 0.909 | 0.866 | 1.242 | 1.339 | 0.916 |
200 | 15% | 0.913 | 0.890 | 0.778 | 0.939 | 0.906 | 0.826 | 0.846 | 0.938 | 0.891 | 0.826 | 0.864 | 0.938 |
200 | 25% | 0.913 | 0.890 | 0.778 | 0.939 | 0.921 | 0.800 | 0.986 | 0.969 | 0.913 | 0.918 | 0.889 | 0.954 |
500 | 15% | 0.912 | 0.891 | 0.893 | 0.955 | 0.929 | 0.895 | 0.880 | 1.004 | 0.944 | 0.904 | 0.878 | 1.002 |
500 | 25% | 0.912 | 0.891 | 0.893 | 0.955 | 0.908 | 0.877 | 0.823 | 0.985 | 0.913 | 0.857 | 0.842 | 0.985 |
1,000 | 15% | 0.920 | 0.922 | 0.903 | 0.972 | 0.955 | 0.930 | 0.925 | 1.016 | 0.964 | 0.914 | 0.917 | 1.017 |
1,000 | 25% | 0.920 | 0.922 | 0.903 | 0.972 | 0.978 | 0.947 | 0.948 | 1.002 | 0.966 | 0.911 | 0.903 | 0.998 |
5,000 | 15% | 0.985 | 0.967 | 0.950 | 0.997 | 0.973 | 0.964 | 0.943 | 1.002 | 0.972 | 0.925 | 0.922 | 1.011 |
5,000 | 25% | 0.985 | 0.967 | 0.950 | 0.997 | 0.957 | 0.925 | 0.939 | 0.998 | 0.953 | 0.886 | 0.908 | 1.006 |
(B) sr2 = 0.10 | |||||||||||||
100 | 15% | 1.000 | 0.897 | 0.863 | 0.832 | 0.873 | 0.987 | 1.103 | 0.873 | 0.849 | 1.050 | 1.072 | 0.878 |
100 | 25% | 1.000 | 0.897 | 0.863 | 0.832 | 0.883 | 0.989 | 1.557 | 0.918 | 0.890 | 1.130 | 1.349 | 0.923 |
200 | 15% | 0.857 | 0.982 | 0.910 | 0.842 | 0.912 | 0.869 | 0.821 | 0.978 | 0.918 | 0.858 | 0.872 | 0.985 |
200 | 25% | 0.857 | 0.982 | 0.910 | 0.842 | 0.919 | 0.790 | 0.863 | 0.969 | 0.898 | 0.866 | 0.906 | 0.958 |
500 | 15% | 0.897 | 1.003 | 0.938 | 0.873 | 0.909 | 0.872 | 0.845 | 1.005 | 0.915 | 0.867 | 0.835 | 1.011 |
500 | 25% | 0.897 | 1.003 | 0.938 | 0.873 | 0.896 | 0.851 | 0.855 | 0.961 | 0.898 | 0.797 | 0.833 | 0.967 |
1,000 | 15% | 0.929 | 1.051 | 0.942 | 0.899 | 1.435 | 1.817 | 2.063 | 1.048 | 1.640 | 2.540 | 2.505 | 1.063 |
1,000 | 25% | 0.929 | 1.051 | 0.942 | 0.899 | 0.920 | 0.871 | 0.876 | 1.012 | 0.914 | 0.823 | 0.844 | 0.993 |
5,000 | 15% | 0.920 | 1.034 | 0.944 | 0.915 | 0.912 | 0.890 | 0.868 | 1.030 | 0.909 | 0.869 | 0.864 | 1.020 |
5,000 | 25% | 0.920 | 1.034 | 0.944 | 0.915 | 0.915 | 0.879 | 0.890 | 1.022 | 0.938 | 0.872 | 0.885 | 1.029 |
Note. CPI = constrained product indicators; GAPI = generalized appended product indicators; UPI – unconstrained product indicators; LMS = latent moderated structural equations.