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🧠 MODULE 04 // RISK INTELLIGENCE // 2026-06-20 // SANTIAGO, CHILE

10 Fires + Wind Shift = Why Santiago's Wildfire Score Spiked Today

How NASA FIRMS fire proximity, wind direction, drought index, NDVI vegetation, and terrain slope calculate live wildfire risk.

POWERED BY USGS · NASA · NOAA
READ TIME ~5 MIN
PUBLISHED 2026-06-20 04:44:30 UTC
CITY FOCUS SANTIAGO
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// LIVE WILDFIRE MAP — REAL-TIME DATA
DATA: USGS · NASA FIRMS · NOAA SWPC · OPEN-METEO · COPERNICUS SAR
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How Wildfire Risk Is Determined on Brain Dashboard

You're scrolling through your town on Pandita Data's Brain Dashboard when a red zone suddenly blooms across the map. A wildfire 40 miles away just shifted direction. The wind changed. Your AI risk score jumped from yellow to orange in seconds. But what actually triggered that alert? Behind that pulsing color sits a sophisticated algorithm that weighs five critical environmental signals in real time—turning raw NASA satellite data, meteorology, and vegetation science into a single, actionable risk number. This is how Pandita determines whether a distant flame is just a news story or a genuine threat to your region.

THE WILDFIRE RISK FORMULA

Pandita's Brain Dashboard calculates wildfire risk by fusing five weighted data streams. Each signal contributes a different lens on the hazard: where fires are burning, what's fueling them, and how fast danger can travel. The algorithm isn't static—it updates every 15 minutes as conditions shift.

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NASA FIRMS Fire Proximity (40%)
The heaviest weight. FIRMS (Fire Information for Resource Management System) detects active thermal signatures from space. Distance decay is built in: a fire 5 miles away carries 10× the risk of one 50 miles away. Pandita ingests this every 4 hours and triangulates spread vectors.
CRITICAL INPUT
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Wind Speed & Direction (25%)
Raw fire proximity means nothing without wind context. A fire 30 miles upwind is nearly harmless; the same fire downwind is an immediate threat. Pandita pulls NOAA forecast wind at 10m and 500m altitude, factoring gust velocity and directional stability.
DYNAMIC MODIFIER
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Drought Index + NDVI + Terrain (20% + 10% + 5%)
Drought Index (Palmer or SPI) reveals moisture stress in soil and vegetation. NDVI (satellite greenness) shows available fuel load. Terrain slope amplifies spread on steep ground. Together, these reveal the kindling state of your landscape.
FUEL ASSESSMENT

HOW WIND TURNS DISTANCE INTO DANGER

Wind is the wildcard. Three active wildfires currently tracked on Brain Dashboard illustrate this principle:

Median Wildfire
Gooding, Idaho | 12 mi NW | Risk: HIGH
TRAIL 13 (09)
Citrus, Florida | 8 mi NE | Risk: MODERATE
Kartar Wildfire
Okanogan, Washington | 25 mi E | Risk: ELEVATED
10 Active Fires
Tracked globally | Updated every 15 min

The Median Wildfire ranks high risk not because it's the closest, but because it's upwind with sustained 18 mph gusts and slopes favoring spread downhill toward populated ridges. TRAIL 13 in Florida, closer but with stable southeasterly winds blowing offshore, scores lower. Distance without direction is noise.

THE NDVI VEGETATION FUEL GAUGE

Why Greenness Matters

NDVI (Normalized Difference Vegetation Index) is derived from NASA Landsat and Sentinel satellites, measuring how densely vegetation reflects light. High NDVI = thick, green brush (fuel load risk). Low NDVI = sparse or burned-over terrain (already consumed). During drought, even "green" vegetation has low moisture content—Pandita's algorithm adjusts for this using real-time drought metrics. A landscape can look green on satellite but burn like tinder if soil water is depleted.

The Brain Dashboard synthesizes all five signals into a normalized risk score (0–100) and assigns color zones: green (low), yellow (watch), orange (warning), red (critical). You can drill into any location on panditadata.com/brain_dashboard to see the breakdown—exactly which factor spiked your alert. For hyperlocal city-level risk summaries, explore panditadata.com/disaster_report.

Wildfire risk is never one number. It's a constantly recalculated fusion of where fire burns, which way wind pushes it, and how ready the landscape is to ignite. That's why your dashboard updates live.

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