This R markdown document contains Alumni donation data from 2016 to 2020. Its main aim was to gain insights in a data-driven manner to better meet the objectives of the advancement office. It includes exploratory data analysis that leads to deeper findings that are showcased through visualisations. All data cleaning, wrangling, analysing and visualising is done on R studio.