T. Muller-schneider, Multiple scaling according to the principle of crystallization - An alternative method to exploratory factor analysis, Z SOZIOLOG, 30(4), 2001, pp. 305-315
This paper focuses on one of the central methodological problems of scaling
in the social sciences: the identification of multidimensional structures.
In most practical research contexts exploratory factor analysis is used to
solve this problem. However, the problem with this statistical procedure i
s that - due to certain restrictions - it does not always produce the desir
ed outcome. Drawing evidence from one example, the author shows that under
certain conditions complex dimensions are "fragmented" by orthogonal explor
atory factor analysis. An alternative method which does not have distorting
restrictions is a multiple scaling procedure for dichotomous items develop
ed by Mokken (1971). Mokken scaling operates according to the principle of
crystallization and reliably identifies multidimensional structures. Multip
le scaling is a general multidimensional scaling method that, with the help
of cluster analysis, can be implemented within classical test theory.