Dynamic System Analysis involves the study of systems that change over time, focusing on understanding and predicting their behavior through mathematical modeling and simulations. It is crucial in fields ranging from engineering to ecology, as it helps in designing, controlling, and optimizing complex systems to ensure desirable performance and stability.