This study leverages 25 years of ERA5-Land, CHIRPS data to build a Standardized Soil Moisture Index (SSI) for Sub-Saharan Africa. It validates the "Drought Cascade" methodology tracking the transition from meteorological to biological failure & provides interactive tools for identifying systemic risk clusters in agricultural portfolios.

End-to-end machine learning application for customer churn prediction, featuring real-time inference, risk segmentation, and interactive data visualizations to drive data-informed retention strategies.

MCP server for China National ETS (CEA/CCER) carbon market data — dashboard, query & export tools with 1,100+ trading days (2021-2026)

MCP server for Korea ETS (K-ETS) carbon market data — KAU/KCU/KOC dashboard, query & export tools with 21K+ records (2015-2026)