Abstract Geography and environmental science programs increasingly require students to work with large datasets using reproducible workflows. This study examines how participation in an introductory Earth Data Analytics (EDA) Bootcamp course is associated with changes in students’ approaches to data analysis. Using a mixed-methods pre/post survey design across four cohorts (2020–2023), we analyzed changes in tool selection, self-reported comfort, and written descriptions of analytic workflows.