TAP TO EXPAND

MandAI Risk Score — Methodology

A composite live index computed from four independent data dimensions, updated every 15 minutes from open-source feeds.

Each dimension is normalised 0–100 against the global maximum, then weighted and summed. Conflict intensity is driven by GDELT — a real-time index monitoring 100+ languages of global news every 15 minutes, measuring the ratio of conflict events per country. Displacement, seismic and internet repression use a static baseline updated quarterly from UNHCR, USGS and OONI/Freedom House data.