Is a (satellite) image worth a thousand data points? Comparing machine learning approaches to predict environmental and social inequalities in England

Accurately mapping environmental and social inequalities at fine spatial scales is critical for urban policy, yet the data required are often costly and infrequently updated. Vision foundation models can extract information directly from satellite imagery, of…