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Placeholder for smart-city traffic and air-quality evidence
FeaturedSmart City

Smart-City Research Analytics

Problem: Where is traffic and PM2.5 pressure concentrated across monitored junctions, how do conditions change over time, and which early-warning signals should operators review first?

Outcome: Led data systems and BI reporting for an urban analytics prototype monitoring real-time traffic and PM2.5 across 5+ city junctions.

Tools: Python · SQL · Excel · Power BI

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