Global supply chain data to 4th tier

Global Supply chain relationship and risk data sets to 4th tier created from combining >100,000 sources of data , including shipping data, other commercial and open datasets, and unstructured data using NLP techniques. 6 risk metrics for companies and 6 risk dimensions (financial, ESG, operational, restrictions, geopolitical, and cyber). Supply chains of interest to the pilot mapped both upstream and downstream to 4th tier using multi-tier, multi-factor risk monitoring methodology to reveal sub-tiers of suppliers t...