Global Ground Movement Susceptibility Raster (GMSR) (0-100)

Interactive map with scientific data analysis, point lookup, and detailed environmental information

Map Information

The Global Ground Movement Susceptibility Raster (GMSR) is a global geospatial dataset representing relative susceptibility to long-term ground movement hazards.

Data Source:
Environmental Data
Units:
Index Score (0–100)
Coverage:
CONTINENTAL
Citation:
Mazzella, J., Mazzella, N. (2026). Global Ground Movement Susceptibility Raster (GMSR) v1.0. AtmosphericIQ LLC / Engineering Director, Inc. Version Information
Data Legend
Values are displayed with colors from lowest (left) to highest (right)
Interactive Environmental Data Map
Click anywhere on the map to get data values for that location
Location Analysis
Technical Specifications

Global Ground Movement Susceptibility Raster (GMSR) v1.0.2

Raster File

GMSR_v1_Global_Ground_Movement_Susceptibility_0_100.tif

Public Dataset URL

https://secure.engineeringdirector.com/public/map/GMSR_v1_Global_Ground_Movement_Susceptibility_0_100


Product Overview

The Global Ground Movement Susceptibility Raster (GMSR) is a global geospatial dataset representing relative susceptibility to long-term ground movement hazards.

The framework integrates five independently modeled geohazard processes:

  • Landslide Susceptibility
  • Soil Creep Potential
  • Shrink–Swell Potential
  • Subsidence Susceptibility
  • Seismic Amplification

The resulting raster provides a continuous score ranging from 0–100, where higher values indicate greater susceptibility to geotechnical ground movement processes.

The dataset is intended for:

  • Infrastructure planning
  • Site screening
  • Climate resilience analysis
  • Engineering due diligence
  • Asset portfolio risk assessment
  • Environmental planning
  • Geotechnical hazard screening
  • Catastrophe risk modeling

Dataset Information

Attribute Value
Product Name Global Ground Movement Susceptibility Raster (GMSR)
Version 1.0.2
Coverage Global
Coordinate System WGS 84 (EPSG:4326)
Resolution ~1 km
Raster Format GeoTIFF
Cell Type Float32
Value Range 0–100
Units Relative Susceptibility Score
NoData Value None
Temporal Basis 2020–2024 Climate Normals and Contemporary Geological Datasets
Update Frequency Periodic
Primary Output Ground Movement Susceptibility Score

Product Status

Attribute Value
Status Production Release
Validation Status Independently Validated
Validation Dataset NASA Global Landslide Catalog
Validation Sample Size 11,001 Independent Landslide Events
Validation Metric AUC (Area Under the Curve)
Validation Result 0.893
Publication Year 2026
Current Version 1.0.2

Raster Statistics

Statistic Value
Minimum 0.60
Maximum 97.00
Mean 20.56
Standard Deviation 10.38

Interpretation

The observed maximum value of 97.00 indicates that no location globally achieved the theoretical maximum susceptibility score.

The standardized 0–100 display range is retained to ensure consistency across all GMSR component products and the composite framework.


Score Interpretation

Score Range Interpretation
0–20 Very Low Susceptibility
20–40 Low Susceptibility
40–60 Moderate Susceptibility
60–80 High Susceptibility
80–100 Very High Susceptibility

Scores represent relative susceptibility and should not be interpreted as probability of failure.


Visualization Standard

The public GMSR v1 0–100 raster is rendered using a continuous susceptibility color ramp designed for global-scale visualization and interpretation.

Color progression follows increasing susceptibility:

  • Blue — Very Low Susceptibility
  • Blue-Green — Low Susceptibility
  • Cream / Tan — Moderate Susceptibility
  • Orange — High Susceptibility
  • Red — Very High Susceptibility

The visualization standard is intended for interpretation and communication purposes only and does not alter underlying raster values.

Display legends are standardized across the GMSR product family and may extend beyond the observed minimum and maximum raster values. Actual raster statistics are reported within the Dataset Information and Raster Statistics sections.


GMSR Framework

The GMSR framework combines five independently developed susceptibility surfaces into a single composite index.

Component Weighting

Component Weight
Landslide Susceptibility 30%
Soil Creep Potential 20%
Shrink–Swell Potential 15%
Subsidence Susceptibility 15%
Seismic Amplification 20%

Each component raster was independently developed, normalized, and validated prior to integration within the composite framework. The final GMSR raster combines these component products using a weighted susceptibility methodology to provide a globally consistent screening-level assessment of ground movement susceptibility.

Composite Equation

text GMSR = 0.30 × Landslide Susceptibility + 0.20 × Soil Creep Potential + 0.15 × Shrink–Swell Potential + 0.15 × Subsidence Susceptibility + 0.20 × Seismic Amplification

Missing Data Handling

The final composite uses available-data weighted normalization.

Where one or more component datasets contain NoData values, available component weights are automatically normalized to preserve the 0–100 scoring framework.

This methodology minimizes artificial gaps while maintaining global coverage.


Methodology Summary

Landslide Susceptibility

Evaluates terrain susceptible to gravitational mass movement using:

  • Slope Gradient
  • Local Relief
  • Climate Wetness
  • Root Zone Soil Moisture
  • Lithologic Susceptibility

Soil Creep Potential

Evaluates slow long-term downslope soil movement using:

  • Slope Gradient
  • Local Relief
  • Climate Wetness Index
  • Root Zone Soil Moisture
  • Freeze–Thaw Cycles
  • Wet–Dry Cycles
  • Lithologic Susceptibility

Shrink–Swell Potential

Evaluates expansive soil behavior using:

  • SoilGrids Clay Content
  • WRB Vertisol Occurrence
  • Soil Wilting Point
  • Wet–Dry Cycles

Subsidence Susceptibility

Evaluates susceptibility to gradual settlement resulting from:

  • Lowland Topographic Position
  • Wetland Occurrence
  • Soil Saturation Potential
  • River Influence
  • Drainage Position
  • Soft Soil Susceptibility
  • Hydrogeologic Conditions

Seismic Amplification

Evaluates susceptibility to amplified ground shaking using:

  • Global Seismic Hazard
  • Lithologic Susceptibility
  • Slope Gradient
  • Local Relief

Validation

The NASA Global Landslide Catalog was not used during model development, calibration, weighting, or raster generation and therefore provides an independent validation dataset.

The GMSR framework was independently evaluated against documented landslide events from the NASA Global Landslide Catalog.

Validation was performed by comparing GMSR susceptibility scores at landslide event locations against randomly distributed global background locations.

Validation Dataset

Attribute Value
Validation Dataset NASA Global Landslide Catalog
Original Records 11,059
Valid Landslide Events Evaluated 11,001
Random Background Locations 33,883
Validation Method Event-Based Spatial Comparison
Validation Metric Area Under Curve (AUC)

Validation Results

Metric Value
Landslide Mean GMSR 36.79
Random Mean GMSR 20.61
Landslide Median GMSR 36.72
Random Median GMSR 21.73
Landslide Class 5–7 (%) 85.41
Random Class 5–7 (%) 21.71
Landslide Class 7 (%) 1.37
Random Class 7 (%) 0.10
AUC 0.893

Understanding AUC

AUC (Area Under the Receiver Operating Characteristic Curve) measures the ability of a model to distinguish between documented hazard locations and randomly distributed background locations.

An AUC value of 0.50 indicates no discriminatory power, while a value of 1.00 indicates perfect separation.

The GMSR validation achieved an AUC of 0.893, indicating strong correspondence between elevated susceptibility scores and observed landslide occurrence.

In practical terms, if a documented landslide location and a random global location are selected at random, there is approximately an 89.3% probability that the landslide location will receive a higher GMSR susceptibility score.

Validation Interpretation

Documented landslide occurrences were strongly concentrated within elevated GMSR susceptibility classes relative to randomly distributed global locations.

Approximately 85% of evaluated landslide events occurred within GMSR Classes 5–7, while only 22% of random background locations occurred within those same classes.

The resulting AUC value of 0.893 indicates strong agreement between elevated GMSR susceptibility scores and observed landslide occurrence at global scale.


Component Products


Source Datasets

Validation Datasets

Derived Internal Datasets


Related Products

Primary GMSR Products


Limitations

  • Intended for screening and planning purposes.
  • Not a substitute for site-specific geotechnical investigation.
  • Does not predict timing of failures.
  • Does not represent actual displacement rates.
  • Does not incorporate local engineering controls.
  • Does not include real-time monitoring information.
  • Validation is based on documented landslide occurrence and does not independently validate all contributing ground movement mechanisms.
  • Susceptibility scores represent relative conditions and should not be interpreted as event probability.

Version History

Version Date Description
1.0 2026 Initial public release
1.0.1 2026 Added NASA Global Landslide Catalog validation, validation statistics, AUC documentation, finalized public URLs, official visualization standard, and publication-ready metadata.
1.0.2 2026 Updated component methodology documentation following production code audit. Added WRB source dataset and refined framework documentation to reflect validated component model inputs and weighting structures.

Attribution

Joseph Mazzella

Nicole Mazzella

AtmosphericIQ LLC

Engineering Director, Inc.


Dataset Citation

Mazzella, J., Mazzella, N. (2026).

Global Ground Movement Susceptibility Raster (GMSR) v1.0.2.

AtmosphericIQ LLC / Engineering Director, Inc.


Version Information

Property Value
Dataset Name Global Ground Movement Susceptibility Raster (GMSR)
Dataset Version 1.0.2
Publication Year 2026
Authors Joseph Mazzella, Nicole Mazzella
Organization AtmosphericIQ LLC / Engineering Director, Inc.
Resolution ~1 km
Coordinate System WGS 84 (EPSG:4326)
Coverage Global
Standardized Display Range 0–100
Observed Raster Range 0.60–97.00
Raster Type Continuous
Cell Type Float32
Primary Output Ground Movement Susceptibility Score
Validation Dataset NASA Global Landslide Catalog
Validation Sample Size 11,001 Independent Landslide Events
Validation AUC 0.893
Processing Framework GMSR v1 Composite Geohazard Framework

Data Distribution Analysis

These histograms show the distribution of pixel values across the entire raster dataset, helping you understand the range and frequency of different measurements.

Linear Scale Distribution
Shows the actual frequency distribution of values using a standard linear scale.
Logarithmic Scale Distribution
Shows the same data using a logarithmic scale, making it easier to see patterns in data with large value ranges.