Unlike manual risk assessments, modern digital systems ingest real-time data – vessel tracking, weather feeds, port congestion metrics, insurance claim patterns – and apply machine learning to detect emerging risks such as piracy, shifting sanctions regimes, port congestion, or contractual defaults.
Source: https://www.example.com/maritime-logistics-digital-risk-management
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