Pearson's R: Correlation, interval data
Chi-squared: Test of difference, nominal data
Spearman's Rho: Correlation, ordinal data
Unrelated t-test: Test of difference, interval data
Wilcoxon: Test of difference, ordinal data
Sign test: Test of difference, nominal data
Related t-test: Test of difference, interval data
Mann-Whitney: Test of difference, ordinal data