scikit-learn–native predictive analytics for nonprofit & academic-medical-center fundraising: donor propensity, lapse, planned giving, wealth screening, and revenue forecasting.

Fundraising performance, ROI and data quality analysis using supporter, donation and campaign datasets. Identified campaign effectiveness, donor concentration risks and opportunities to improve fundraising efficiency through Excel-based analytics.