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.
- Reduced donor attrition significantly
- More effective targeting of water projects
Traditional donor retention strategies were reactive and lacked predictive insights
Used AI to forecast donor behavior and analyze geospatial data for project prioritization
- Increased donor retention
- Enhanced project impact and resource allocation
