What are the main assumptions of statistical tests?
Statistical tests commonly assume that:
- the data are normally distributed
- the groups that are being compared have similar variance
- the data are independent
If your data does not meet these assumptions you might still be able to use a nonparametric statistical test, which have fewer requirements but also make weaker inferences.