This recent Nature article reminds us the importance of Nonparametric Exploratory Modeling (Data + Science NOT Science + Data) attitude where Scientists ask questions about the validity of the Statistical findings or in other words as the article suggests “*The numbers are where the scientific discussion should start, not end.*”

But unfortunately “*The basic framework of statistics has been virtually unchanged since Fisher, Neyman and Pearson introduced it.*” Isn’t it high time “*to change how statistics is taught, how data analysis is done and how results are reported and interpreted.* “