The use of big data in earth science is an emerging practice with promise. It is being explored in various areas, including geosciences, environmental monitoring, and urban land use efficiency assessments. The integration of big data and emerging technologies, such as neuromorphic edge AI, may lead to more reliable and equitable assessments, although some reports suggest that these advancements may also present new challenges.