This module will provide a practical introduction to the use of CAT software for the multivariate analysis of spectroscopic data in the field of cultural heritage. Through guided exercises, participants will explore two fundamental approaches: supervised qualitative and quantitative methods, respectively dedicated to multivariate classification and regression. The practical activity will allow participants to apply these techniques to real data, developing essential skills for the advanced interpretation of analytical results in the context of scientific studies and conservation of cultural heritage.