Lab10YR — Soil Intelligence

Soil Mapping at the Edge: What Satellite Imagery Misses That LiDAR Finds

Satellite imagery often misses subtle microtopographic features that LiDAR resolves, directly impacting the accurate mapping of fragile soils and presenting significant risks for infrastructure development and land management, especially across the rapidly growing arid Southwest.

FSI class distribution — 100 map units
Fragile+
Mod. Fragile
Slightly Fragile
Not Fragile
13.3%
of rated map units are Fragile
or higher — 28,122 of 211,283
Soil Mapping at the Edge: What Satellite Imagery Misses That LiDAR Finds — Lab10YR data visualization

LiDAR reveals microrelief features like gilgai, playa basins, and thermokarst at a 1-2 meter scale that 30-meter satellite imagery cannot resolve. This high-resolution terrain data is critical because each of these microtopographic expressions corresponds to distinct soil series with different drainage class, salinity, and shrink-swell behavior, properties directly influencing soil fragility. For instance, gilgai microrelief, common in Vertisols, indicates swell-shrink clays that contribute to higher Fragile Soil Index (FSI) ratings due to inherent instability.

The National Cooperative Soil Survey computes FSI from measured properties: organic matter, clay content, bulk density, and aggregate stability. This interpretation, in the `cofragidx` field of SSURGO's `cofrag` table, quantifies a soil's susceptibility to breakdown. Standard satellite elevation models smooth subtle variations. LiDAR, an active sensor, generates accurate digital elevation models that identify precise soil boundaries aligned with these microfeatures.

“Nevada: average Fragile Soil Index 0.521 — highest in the continental U.S.”
Lab10YR Analysis — SSURGO National Dataset

What the Data Shows

This distinction is particularly important across the arid Southwest, where fragile soils are widespread. Nevada holds the continental U.S.'s highest average FSI at 0.521, with 80% of its map units rated Fragile or higher; these desert soils possess low organic matter, sparse vegetation, and high sand or silt content. Arizona follows closely with an average FSI of 0.495, where 77% of map units are Fragile or higher, driven by Sonoran and Chihuahuan Desert soils that combine minimal cohesion with rapid wetting-drying cycles. Utah's average FSI of 0.41 sees 62% of its map units rated Fragile or higher, including silty Aridisols with massive structures prone to collapse upon wetting.

For land managers and urban planners, accurately identifying these fragile zones prevents costly infrastructure failures. Building a foundation on unrecognized shrink-swell clays, common in gilgai-prone areas, or developing critical infrastructure over unmapped playa basins prone to salinization and structural collapse, can lead to catastrophic damage. In Phoenix, rapid urban expansion into areas with poorly resolved Aridisols has led to unanticipated foundation settlement, costing millions. Farther north, pipeline operators crossing western Utah's expansive, silty Aridisols face increased integrity risks from unmapped high fragility areas, where subsidence could compromise pipe stability, leading to spills and penalties.

Nevada: average Fragile Soil Index 0.521
highest in the continental U.S.
Arizona: average FSI 0.495
77% of map units rated Fragile or higher.

Terrain Derivative Accuracy — Predicting SSURGO Drainage Class

Overall accuracy (%) for drainage class prediction from LiDAR derivatives · Digital soil mapping research
Source: Overall accuracy (%) for drainage class prediction from LiDAR derivatives · Digital soil mapping research
State / RegionAccuracy (%)
Random Forest (all derivatives)83%
Topographic Wetness Index79%
Geomorphon + TWI76%
Slope Position Index68%
Profile Curvature62%
Slope Angle Only44%
Legacy SSURGO Polygon71%
Source: SSURGO national dataset · 315,543 map units rated

The Regional Picture

Top states by share of map units rated Fragile or higher (FSI)

Lab10YR integrates LiDAR-derived DEMs with SSURGO and KSSL laboratory data to refine soil interpretations, providing a granular view of soil variability that traditional mapping misses. We join SSURGO data via `mukey` to `component` and `cofrag` tables, identifying areas where subtle elevation changes signify a shift from a stable soil to one with high fragility. This informs everything from pipeline routing to conservation easement prioritization.

Understanding the true extent of soil fragility, revealed by precise terrain mapping, transforms risk assessment into a strategic advantage, protecting investments and ensuring sustainable land use.

Fragile Soil Index Across America

Share of map units rated Fragile or higher by FSI · Source: SSURGO national dataset
Nevada 80%, Arizona 77%, Utah 62%, New Mexico 56%, Wyoming 44%, Colorado 38%, Idaho 34%, Montana 28%
Interactive map — hover for state-level data · click to open the full risk map

What It Means in Practice

🗺 Explore the Soil Risk Map →
Split-screen county-level view of Fragile Soil Index vs. Organic Matter Depletion risk — with live SSURGO data lookup by location.
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