"Each of the thematic areas mentioned above had unique data requirements. For this reason, Spatial Collective developed several data collection modules consisting of digitization of aerial imagery, mobile data collection, acquisition of terrestrial imagery using 360-degree cameras, micro-tasking, and household surveys."