Table 2.

Model Fit Statistics for LLCA models

(i) Complete case sample (n = 5,852)
# class	BIC	Entropy	BLRT	LMR	Cond. Ind.	Class distribution
2	26397.2	0.903	<0.001	<0.001	1789.9	80.2%, 19.8%
3	25404.8	0.900	<0.001	<0.001	293.8	75.7%, 19.6%, 4.7%
4	25185.2	0.857	<0.001	<0.001	99.9	72.3%, 14.0%, 9.1%, 4.6%
5	25134.2	0.867	<0.001	0.849	21.0	71.4%, 14.5%, 9.2%, 2.8%, 2.1%
6	25158.3	0.865	<0.001	0.815	10.7	71.9%, 12.8%, 5.6%, 5.0%, 2.6%, 2.1%
(ii) Sample with 3 or more measures (n =8,769)
# class	BIC	Entropy	BLRT	LMR	Cond. Ind.	Class distribution
2	37189.1	0.899	<0.001	<0.001	1789.9	80.3%, 19.7%
3	35754.4	0.889	<0.001	<0.001	423.9	75.8%, 18.9%, 5.3%
4	35500.0	0.844	<0.001	<0.001	168.9	72.8%, 13.5%, 8.5%, 5.2%
5	35409.1	0.850	<0.001	0.450	30.7	71.5%, 14.3%, 8.6%, 3.2%, 2.4%
6	35432.5	0.851	<0.001	0.904	16.6	72.0%, 12.5%, 5.2%, 4.9%, 3.1%, 2.3%
(iii) Sample with 1 or more measures (n =10,820)
# class	BIC	Entropy	BLRT	LMR	Cond. Ind.	Class distribution
2	40983.2	0.858	<0.001	<0.001	2991.9	80.2%, 19.8%
3	39489.3	0.851	<0.001	<0.001	531.0	75.7%, 18.8%, 5.5%
4	39233.0	0.807	<0.001	<0.001	217.6	72.7%, 13.4%, 8.5%, 5.3%
5	39139.5	0.815	<0.001	0.496	38.2	71.5%, 14.2%, 8.5%, 3.3%, 2.4%
6	39164.7	0.816	<0.001	0.882	20.9	72.0%, 12.3%, 5.3%, 4.9%, 3.2%, 2.4%

BIC - Bayesian Information Criterion; BLRT - Bootstrap Likelihood Ratio Test; LMR - Lo-Mendell-Rubin; Cond. Ind. - Conditional independence.