In the last two years I have slowly deviated from using GUI-interfaces for statistical analysis towards a more open and transparent approach. Before and during the pandemic I have shiftet my data-analysis completely to R and I have offered in the last semester for the first time a course on “Data Science in Education” in which I have used R intensively with students.