The nonparametric method refers to a type of statistic that does not make any assumptions about the characteristics of the sample (its parameters) or whether the observed data is quantitative or qualitative. Nonparametric statistics can include certain descriptive statistics, statistical models, inference, and statistical tests. The model structure of nonparametric methods is not specified a priori but is instead determined from data.