Oncology expert witnesses analyze cancer diagnosis, staging, and treatment decisions across medical oncology, radiation oncology, and surgical oncology. They typically practice in hospitals or cancer centers and evaluate adherence to clinical guidelines, appropriateness of chemotherapy and radiation protocols, treatment timing, and long-term follow-up and survivorship care.