🌫️ Air Quality & Retail Impact Dashboard

PM2.5 footfall elasticity model · WHO guideline 15 µg/m³ · 10 global retail districts · OpenAQ v3

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PM2.5 Air Quality Scale: ≤ 15 µg/m³ — Safe (Normal footfall) 15–100 — Moderate (−5% footfall) 100–250 — Hazardous (−20% footfall) > 250 — Extreme (−50% footfall)

Top Retail Risk Alerts

Retail Sales Impact Due to Poor Air Quality

Estimated Footfall Loss by City

% reduction in shopper footfall attributed to current PM2.5 levels

Cities by Revenue Risk Tier

Distribution across 10 monitored retail districts

PM2.5 Concentration vs Retail Impact

Higher PM2.5 directly drives deeper footfall decline — each dot is a retail district

Current PM2.5 vs 10% Air-Quality Recovery Scenario

How much PM2.5 drops if air quality improves by 10% — and what that means for retail

24-Hour PM2.5 Trend

Hourly averages for top monitored cities — spikes correlate with retail avoidance windows

All 10 Cities — Full Retail Risk Breakdown

City PM2.5 µg/m³ Retail Impact Footfall Loss Revenue Risk Recovery Fcst Updated
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