The purpose of on-the-job training for cadres in party member is to teach students in accordance with their aptitude and improve the accuracy of training. It is necessary to establish a "ledger", clarify the knowledge structure, strengths and shortcomings of cadres, select training topics, and improve training accuracy. It is necessary to accurately "supply and demand", determine the training theme according to the main needs, and ensure that the "prescribed movements" are implemented to the letter and the "optional movements" are powerful and effective. It is necessary to improve the training system of "pre-training research, in-training detection and post-training effectiveness" and effectively solve the problem that the theme in training is not prominent and unclear. We should make full use of modern information technology, broaden the space and carrier of training, optimize the training methods, and enhance the attraction and appeal of training.