You cannot choose the right advanced statistical test without first understanding the distribution of your data. Descriptive statistics tell you if your data is skewed or normal, which dictates what tests you can run later.
Experienced data scientists know that 80% of the work happens before any statistical test is run. Essential training focuses heavily on cleaning and structuring data. spss statistics essential training