The best replacement for multidimensional scaling is factor analysis.

The best alternatives to multidimensional scaling are rated as following:
★★★★★  factor analysis
★★★  cluster analysis
★★  principal component analysis
★  correspondence analysis

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multidimensional scaling
factor analysis
cluster analysis