This proposal aims to provide a linkage between multi-parameter models commonly used in physics to explore experimental data, and the latest statistical tools for multivariate analysis and visualisation. It addresses an important gap in the understanding of phenomenological physics analyses containing many simultaneously important parameters. The collaboration consists of an interdisciplinary and international team of experts.