Abrupt climate shifts have been observed during the late quaternary periods, indicating different warming periods. Climatic change causing global, regional, and local sea-level changes. Addressing issues about the loss and damage due to the sea-level rise may cause to coastal communities and global sustainability requires understanding the Earth system dynamics that produce these changes. Predictive models and simulations with past climate data help us to frame a strategy to minimize the impacts of climate change and sea-level rise. Data modeling and inference provide the right direction for the future strategy, involving many past climate records and consequences. Welcome, you all in this session, that focuses on (1) Leveraging the geologic past to predict and project future sea levels and (2) Building a model causing sea level changes due to Earth system processes within the glacial cycle and quaternary period. (3) Building a statistical model on Integrating proxy and instrumental observations of climate dynamics. (4) Explore different avenues and possibilities to predict the dynamics of the future of Earth's climate system