Model fit statistics for different LPA solutions
| Number of profiles | LL | df | AIC | BIC | SSA–BIC | LMR (p) | BLRT (p) | Entropy | % n_min | % n_max |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | −583.66 | 8 | 1183.31 | 1207.51 | 1182.19 | – | – | 1.00 | 1.00 | 1.00 |
| 2 | −545.31 | 13 | 1116.63 | 1155.94 | 1114.79 | <0.001 | <0.001 | 0.97 | 0.05 | 0.95 |
| 3 | −520.11 | 18 | 1076.23 | 1130.66 | 1073.69 | <0.001 | <0.001 | 0.77 | 0.03 | 0.53 |
| 4 | −499.32 | 23 | 1044.64 | 1114.19 | 1041.40 | <0.001 | <0.001 | 0.80 | 0.02 | 0.45 |
| 5 | −490.20 | 28 | 1036.39 | 1121.06 | 1032.44 | 0.004 | 0.050 | 0.81 | 0.02 | 0.39 |
| 6 | −480.72 | 33 | 1027.43 | 1127.22 | 1022.78 | 0.003 | 0.600 | 0.81 | 0.02 | 0.45 |
| Number of profiles | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | −583.66 | 8 | 1183.31 | 1207.51 | 1182.19 | – | – | 1.00 | 1.00 | 1.00 |
| 2 | −545.31 | 13 | 1116.63 | 1155.94 | 1114.79 | <0.001 | <0.001 | 0.97 | 0.05 | 0.95 |
| 3 | −520.11 | 18 | 1076.23 | 1130.66 | 1073.69 | <0.001 | <0.001 | 0.77 | 0.03 | 0.53 |
| 4 | −499.32 | 23 | 1044.64 | 1114.19 | 1041.40 | <0.001 | <0.001 | 0.80 | 0.02 | 0.45 |
| 5 | −490.20 | 28 | 1036.39 | 1121.06 | 1032.44 | 0.004 | 0.050 | 0.81 | 0.02 | 0.39 |
| 6 | −480.72 | 33 | 1027.43 | 1127.22 | 1022.78 | 0.003 | 0.600 | 0.81 | 0.02 | 0.45 |
Note(s): N = 152 leaders; LL = log-likelihood; df = free parameters; AIC = Akaike information criteria; BIC = Bayesian information criteria; SSA–BIC = sample-size adjusted Bayesian information criteria; LMR = Lo, Mendell, and Rubin (2001) test; BLRT = bootstrap likelihood ratio test; % n_min = minimum profile proportion; % n_max = maximum profile proportion
Source(s): Author’s own creation
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