charity: water employs machine learning to predict donor lapse patterns and analyze satellite and field data to identify communities most in need of clean water projects, improving donor retention and impact.
Traditional donor retention strategies were reactive and lacked predictive insights
Used AI to forecast donor behavior and analyze geospatial data for project prioritization