A prediction model for the elderly nursing needs is developed by adopting big data-driven machine learning technology. The paper expounds on the study goals and contents, key technologies and routes, analyzes the application prospect of the technology after its productization, points out that the application of this technology is conductive to predicting the future trend of the elderly nursing needs and intelligently generating personalized nursing plans.