The best replacement for cluster analysis is factor analysis.

The best alternatives to cluster analysis are rated as following:
★★★★★  factor analysis
★★  latent class analysis
★★  multidimensional scaling
★  discriminant analysis
★  segmentation
★  principal component
  analysis
  mds

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cluster analysis
factor analysis
latent class analysis