Malcolm Knowles' theory of andragogy focuses on adult learning, emphasizing that adults are self-directed and responsible for their educational journey. His four principles highlight the need for involvement in planning, task-oriented instruction, immediate relevance of learning to personal or professional life, and a problem-centered approach. Work-based training aligns with these principles, allowing for individualized learning experiences that cater to the specific needs and backgrounds of adult learners.