With the diversification of medical care and work reform, doctor clerks play a major role today and are recruited to mitigate the burden of doctors worldwide. Their recruitment can improve the working conditions of physicians, facilitate task shifting in rural community hospitals, improve patient care, and help address the lack of healthcare resources. This study used a qualitative method to investigate difficulties in the implementation of doctor clerks and ascertain the features of effective implementation by collecting ethnographic data through field notes and semi-structured interviews with workers. We observed and interviewed 4 doctor clerks, 10 physicians, 14 nurses, 2 pharmacists, 1 nutritionist, and 2 therapists for our study. We clarified the doctor clerk process in rural hospitals through four themes: initial challenge, balance between education and expansion, vision for work progression, and drive for quality of care. We further clarified effectiveness, difficulties, and enhancing factors in implementation. Doctor clerk recruitment and bridging of discrepancies among medical professionals can mitigate professional workloads and improve staff motivation, leading to better interprofessional collaboration and patient care.