impact-modelling

CCART is a country-agnostic physical climate risk framework. India is the reference implementation. The architecture is designed so that any country can be added by providing local boundary files and climate data

Reproducible growth and impact model for youth-owned maize shelling enterprises in Ethiopia. Monte Carlo projections, co-financing with lease amortisation, and an operator-to-owner promotion ladder. Interactive Streamlit demo.

Consulting-style case study: how WPP Production could redesign campaign-to-asset production so AI handles repeatable work and people keep the judgement calls. Includes options analysis, future-state process, Excel impact model and risk plan. Public information only. Not affiliated with WPP.

Event-based tropical cyclone risk model studying forecast uncertainty, loss convergence, and decision timing using IMD verification, stochastic track ensembles, CLIMADA, and catastrophe loss modelling.