Built a logistics intelligence tool by Gian-Carlo JavierBuilt a logistics intelligence tool by Gian-Carlo Javier

Built a logistics intelligence tool

Gian-Carlo Javier

Gian-Carlo Javier

Built a logistics intelligence tool that takes any city name and returns a composite "travel friction index" a real-time score measuring how operationally difficult that location is. Pulls live weather, flight traffic, and currency data, combines them into a single risk score, and classifies results as LOW, MEDIUM, HIGH, or CRITICAL. Presented via a Streamlit dashboard and CLI runner.
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Posted May 10, 2026

Built a logistics intelligence tool that takes any city name and returns a composite "travel friction index" a real-time score measuring how operationally d...