A simple explanation about when to use a Z-test, F-test and T-test found here
Parametric Test
- Test for Normality (here)
Non-parametric Tests (for non normal distributed data)
- Spearman Correlation (here)
- Anderson-Darling and Shapiro-Wilk tests (here)
Others
- Stepwise regression in Stata (here)
