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. Author manuscript; available in PMC: 2017 Oct 1.
Published in final edited form as: Dev Psychol. 2016 Aug 22;52(10):1606–1618. doi: 10.1037/dev0000189

Table 2.

Latent profile analysis results for k = 2 and k = 3 class solutions in a joint transition model for Grades 11 and 12.

Model Comparison Statistics Classification Quality Indices
Information Criteria (IC)1 Entropy and Entropy Penalty2
Latent Trajectories AIC C-AIC
(NC-AIC)
BIC
(NBIC)
D-BIC
(ND-BIC)
HQ
(NHQ)
HT-AIC
(N HT-AIC)
Entropy NEC CLC ICL-BIC NICL-BIC
k = 2 57890 60002
(58782)
59618
(58398)
58912
(57693)
58560
(58045)
57952
(68215)
0.82 0.4545 57124 59619 58400
k = 3 57602 60697
(58910)
60134
(58347)
59099
(57312)
58583
(57828)
57996
(80003)
0.81 0.4566 56477 60136 58348
1

IC indices with N-Adjusted IC indices shown in parentheses;

2

Entropy Penalty indices; Bolded entries indicate the best-fitting k transition class model. AIC= Akaike Information Criterion, C-AIC = Consistent AIC, BIC = Bayesian Information Criterion, D-BIC = Draper’s modified BIC, HQ = Hannan-Quinn Information Criterion, HT-AIC = Hurvich-Tsai AIC.

2

NEC = Normalized Entropy Criterion, CLC = Classification Likelihood Criterion, ICL = Integrated Completed Likelihood.