Measure the pace of electrification at continent scale
Estimate demand for electricity and the growth in consumption
Electricity grid maps, road network maps, and demand forecasting for telecom services
Measured prosperity, and growth in asset wealth, down to the village-level, estimated by asset ownership and housing quality
USD per day estimates of consumption per capita and by demographic segments
Publicly sourced population density data available to overlay against other proprietary measures
On-demand crop monitoring and large-scale crop area and yield estimates for current and past growing seasons anywhere at a 10m spatial resolution
Understand field-by-field variations across both time and productivity
Each layer comes with additional metadata to give better context at a resolution of 2 km per pixel.
We use the latest advances in remote sensing, machine learning, and ground-truth data collection to generate insights into agricultural productivity, infrastructure quality, and economic well-being in emerging markets. Illustrating recorded patterns beginning in 2003, these insights appear as color-rich contours of high-resolution data presented at continental scale.