A comprehensive overview of methodology for robust and nonparametric statistics. It covers both methods in parallel in order to demonstrate their relative strengths and weaknesses. Using examples to illustrate the methods, it highlights applications in the fields of biomedical science, finance, bioinformatics and engineering.