**Nonparametric statistics** is the branch of statistics that is not solely based on parametrized families of [[Probability Distributions|probability distributions]]. It is based on either being distribution-free or having a specified distribution but with unknown distribution parameters. Nonparametric tests are often used once the assumptions of [[Parametric Statistics|parametric tests]] are violated.