Enhanced Methodology & Scenario Analysis

Advanced projection system using component-based methodology to forecast AI's impact on employment. Features interactive scenario planning, confidence intervals, and real-time formula visualization to model displacement, creation, and demand effects across industries.

Interactive Map & Dashboard

Visualizing climate patterns and their impact on agricultural conditions across Sub-Saharan Africa, highlighting challenges facing smallholder farmers through interactive maps and data visualizations.