Using control data to determine the reliability of volunteered geographic information about land cover

► Volunteered geographic information on land cover was captured with a web-based interface. ► Control points allowed measures volunteer reliability to be calculated. ► Geographically weighted (GW) models were used to generate surfaces of accuracy. ► GW regression generated mapped correspondences to global land cover datasets. ► The maps show where specific global land cover datasets are most reliable.