Alternative data datasets
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Satellite imagery paired with proprietary machine-learning models that label construction, infrastructure change and land use at scale.
Earth-observation change detection offerings that monitor construction projects, land use shifts and infrastructure evolution across time.
Movement quantification across roads, zones and points of interest calculated from location-based services data, widely used in transport and land-use economics.
The complete Landsat mission archive (satellites 1 through 9) plus aerial photography, declassified intelligence imagery and hyperspectral scenes, freely downloadable, the longest continuous medium-resolution satellite record for monitoring physical activity.
Integrated day–night imagery with land-use and economic proxy indicators