Multiple scaling according to the principle of crystallization - An alternative method to exploratory factor analysis

Citation
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
Citations number
20
Categorie Soggetti
Sociology & Antropology
Journal title
ZEITSCHRIFT FUR SOZIOLOGIE
ISSN journal
03401804 → ACNP
Volume
30
Issue
4
Year of publication
2001
Pages
305 - 315
Database
ISI
SICI code
0340-1804(200108)30:4<305:MSATTP>2.0.ZU;2-D
Abstract
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.