This session focuses on improving how operators and regulators predict, monitor, and manage fluid and gas movement around legacy wells. By assessing uncertainty in subsurface models, new approaches help prioritize wells for plugging or monitoring and support data-driven decisions in regions such as the Appalachian basin. The discussion bridges research and field application,

highlighting how modeling and machine learning can inform state programs and guide mitigation strategies.