A Google Earth Engine API (interactive dashboard) for satellite-based global climate hazard analysis (urban heat, landcover changes, etc). Project under World Bank Group. ⬇️ ⬇️

An early-warning system that models disasters as instability transitions rather than isolated events. It combines force-based instability modeling with an interpretable ML escalation-risk layer to detect when hazards become disasters due to exposure growth, response delays, and buffer collapse.

A distributed hydrology-guided neural network model for streamflow prediction

An open-source platform for modeling systemic climate transition risks in financial systems. Developed by CFA Institute RPC & UK CGFI

CATIA is a financial AI system that integrates advanced artificial intelligence, actuarial science, risk analysis, and machine learning to provide robust assessments of natural hazards such as hurricanes, floods, and wildfires, with a focus on financial impacts and mitigation strategies

Measuring climate risk with Google Trends

Workflow to create composite climate hazard risk for the Africa Adaptation Atlas

Treaty-style governance standard for planetary continuity: PCI metrics, ICT-compliant advisory rules, incentives/penalties for exported harms, and public continuity rights.

Physical climate risk financial valuation

Kenya water & agriculture resilience planning dashboard with explicit DEMO/REAL data-mode labeling. Community water & agricultural resilience planning system for Kenya (47 counties).

Multi-source data fusion for urban heat mitigation modelling across six European cities. Combines satellite imagery, 3D morphology, and street-level data with explainable ML (XGBoost + SHAP).

A real-time AI disaster risk prediction platform that analyzes weather, soil, elevation, and seismic data to forecast Heatwaves, Floods, and Landslides using ML models and FastAPI backend.

A strategic consulting suite that bridges Finance and Sustainability. Features include Monte Carlo simulations for Carbon Tax risk, real time Green Premium tracking for chemical solvents, satellite based solar feasibility studies, and NLP driven governance audits.

Natural disaster integration for hurricane, wildfire, and earthquake exposure.

🔥 Asia-Pacific Fire Anomaly Detection using ESA Fire_cci v5.1 & Isolation Forest ML.

Open‑source cyclone impact modelling toolkit for India: hazard (IBTrACS→CLIMADA), exposure (LitPop), vulnerability, calibration, and district‑level allocation.

Global Fire Monitoring System v3.2 is an advanced satellite-based fire analysis platform that leverages ESA CEDA Fire_cci data for large-scale global fire pattern detection and clustering analysis. The system processes 12,500+ grid cells simultaneously and provides comprehensive insights into fire behavior patterns across 6 continents.

Accompanying code to the paper 'Mapping global fisheries climate risks to guide sustainable marine management'.

Climate Insurance Design and Performance Analysis

ESG-focused data analysis of CO₂ emissions and energy consumption across 247 countries, including clustering based sustainability profiling.