Table 3.
Model Fit Indices for the Latent Profile Models at Time 2.
| Classes | LL | AIC | BIC | SABIC | Entropy | Largest class % | Smallest class % | VLMR | LMR LRT |
|---|---|---|---|---|---|---|---|---|---|
|
| |||||||||
| Model 1: LPA | |||||||||
| 2 classes | −2185.09 | 4420.18 | 4514.46 | 4435.17 | 0.90 | 57 | 43 | 843.01** | 831.92** |
| 3 classes | −2055.85 | 4187.69 | 4331.01 | 4210.48 | 0.86 | 39 | 22 | 258.48 | 255.08 |
| 4 classes | −1978.72 | 4059.44 | 4251.78 | 4090.02 | 0.86 | 37 | 14 | 154.25 | 152.22 |
| 5 classes | −1942.52 | 4031.04 | 4254.41 | 4051.41 | 0.86 | 34 | 7 | 72.40 | 71.45 |
| 6 classes | −1907.21 | 3968.42 | 4258.82 | 4041.59 | 0.85 | 30 | 7 | 70.62 | 69.69 |
| Model 2: LPA with correlated residuals | |||||||||
| 2 classes | −2123.86 | 4303.72 | 4410.18 | 4321.36 | 0.85 | 57 | 43 | 424.68 | 419.12** |
| 3 classes | −1955.23 | 3992.46 | 4147.09 | 4017.04 | 0.82 | 41 | 18 | 136.23 | 134.44 |
| 4 classes | −1905.67 | 3919.34 | 4123.00 | 3951.72 | 0.81 | 35 | 12 | 99.17 | 97.81 |
| 5 classes | −1871.96 | 3877.92 | 4130.61 | 3918.09 | 0.81 | 32 | 12 | 67.43 | 66.54 |
| 6 classes | −1846.34 | 3852.68 | 4154.40 | 3900.65 | 0.84 | 31 | 2 | 68.95 | 68.05 |
| Model 3: Factor mixture model | |||||||||
| 2 classes | −2197.11 | 4432.22 | 4503.87 | 4443.61 | 0.90 | 58 | 42 | 818.96** | 799.18** |
| 3 classes | −2080.36 | 4206.72 | 4293.47 | 4220.51 | 0.85 | 41 | 23 | 233.49 | 223.8 |
| 4 classes | −2017.92 | 4089.84 | 4191.67 | 4106.03 | 0.86 | 40 | 12 | 124.89* | 119.70* |
| 5 classes | −1999.24 | 4060.48 | 4177.39 | 4079.06 | 0.81 | 30 | 10 | 37.36 | 35.81 |
| 6 classes | −1982.10 | 4034.19 | 4166.19 | 4055.18 | 0.84 | 34 | 3 | 34.29 | 32.86 |
Note. LL = Loglikelihood; AIC = Akaike Information Criteria; BIC = Bayesian Information Criteria; SABIC = Sample-adjusted BIC; VLMR = Vuong-Lo-Mendell-Rubin likelihood ratio test; LMR = Lo-Mendell-Rubin adjusted likelihood ratio test.