TABLE 5.
Comparison fit statistics between ML and QML with Satorra-Bentler correction among model iterations
| Iteration 1 | Iteration 2 | Iteration 3 | Iteration 4 | Iteration 5 | |||||
|---|---|---|---|---|---|---|---|---|---|
| Complete cases without weightings (n = 10,574) | Complete cases with weightings (n = 10,574, total sample = 153,038,278) | Imputed complete cases with weightings (n = 10,574, total sample = 153,038,278) | Full dataset with weightings and MI (n = 17,132, total sample = 214,755,655) | Final respecified model (n = 17,132, total sample = 214,755,655) | |||||
| ML | QML | ML | QML | ML | QML | ML | QML | QML | |
| Chi-square test P value | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 | <0.001 |
| Root mean square error of approximation (RMSEA) (90% CI) | 0.062 (0.0590, 0.064) | 0.0611 (0.0570, 0.064) | 0.066 (0.063, 0.068) | 0.0641 (0.060, 0.068) | 0.064 (0.062, 0.067) | 0.0631 (0.059, 0.067) | 0.062 (0.061, 0.064) | 0.0621 (0.059, 0.065) | 0.024 |
| Standardized root mean square residual (SRMR) | 0.035 | 0.032 | 0.037 | 0.035 | 0.034 | 0.034 | 0.032 | 0.032 | 0.012 |
| Comparative fit index (CFI) | 0.925 | 0.9271 | 0.914 | 0.9161 | 0.916 | 0.9191 | 0.928 | 0.9301 | 0.971 |
| Tucker-Lewis Index (TLI) | 0.903 | 0.9061 | 0.888 | 0.8921 | 0.891 | 0.8951 | 0.907 | 0.9091 | 0.986 |
Denotes robust statistic for QML with Satorra-Bentler correction as produced by the Lavaan package in R. MI, multiple imputation; ML, maximum likelihood; QML, quasimaximum likelihood.