For example, combining Machine Learning (ML) algorithms with the LCA analysis of a LIB cell's life-cycle, will be useful for data-driven decision-making in the choice of cell designs. By assessing environmental impact especially, one can optimize the material choice, energy consumption, and emissions. Life cycle analysis insights and eco-design digital tools can help manufacturers with information to create eco-friendly battery cells, thus utilizing efficient resources and minimizing waste .