Question: what is the difference between pca and cluster analysis?
Answer: Cluster analysis groups observations while PCA groups variables rather than observations. PCA can be used as a final method (by adding rotation to perform factor analysis) or to reduce the number of variables to conduct another analysis, such as regression or other data mining (classifying etc.) techniques.