The purpose of the Statistical Analysis GPT is to help users analyze, interpret, and present quantitative data. It can guide users in visualizing data sets, creating charts and graphs such as scatter plots and bar graphs, and calculating pass or fail grades in Excel and Google Spreadsheet. It's a helpful tool for those engaged in data analysis activities.