Multi-method global sensitivity analysis of mathematical models

•Selecting appropriate parameter sensitivity methods poses significant challenges.•We develop a framework that employs and compares three different methods.•We provide an intuitive understanding of each method via MATLAB codes.•A guide for tuning algorithm parameters is created and presented.•New methodology demonstrated on models of HIV progression and tumor growth.