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Abstract
This dissertation examines how green spaces and urban development affect Southeast Atlanta's neighborhoods, faced with economic pressures, environmental vulnerability, and development interest. The study models land-use conflict and facilitates sustainable urban planning for at-risk neighborhoods in the South River Forest (SRF) Vision Area using quantitative geospatial analysis and qualitative community insights. Landscape changes and land use suitability are evaluated from the perspectives of local residents, developers, and ecosystem service planners using high-resolution satellite imagery, geospatial data, and a Land Use Conflict Identification Strategy (LUCIS) model. An annual time series of PlanetScope imagery from 2018 to 2024 showed significant green spaces in regions under development pressure. A survey conducted by the Atlanta Regional Commission (ARC) and meetings of the South River Forest Coalition (SRFC) provided nuanced insights into residents' displacement, development, and environmental justice concerns. The LUCIS model identified stakeholder conflict and alignment for conservation and development. A mixed method approach uses remote sensing, socio-economic data, and community input to create a model that addresses Southeast Atlanta's urban planning needs and advances environmental justice. The findings emphasize the importance of collaborative, data-driven decision-making for equitable urban development, green infrastructure, and cultural and environmental preservation in historically marginalized neighborhoods.