Material knowledge involves understanding the properties, behavior, and applications of different materials to effectively select and utilize them in various fields such as engineering, design, and manufacturing. It is crucial for innovation and sustainability, as it enables the development of new materials and the improvement of existing ones to meet specific needs and challenges.