This paper discusses the impact of population heterogeneity on factor analysis under the homogeneity assumption and potential biases resulting from aggregation. An illustration using the Holzinger-Swineford Mental Abilities data shows that the factor mixture model relaxes factor analysis specification taking population heterogeneity and potential outliers into account.

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Mixture factor models, Unobserved heterogeneity, Outliers detection.