With the continuous deepening of education reform, the leadership position in the education field has gradually improved. Issues such as leadership style assessment, leadership prediction, teacher leadership ability improvement programs, leadership training and educational reform have received widespread attention. However, there are still some problems and challenges in these areas that require further research and exploration. This study uses empirical analysis methods to conduct a comprehensive analysis of leadership style assessment, leadership prediction, teacher leadership ability improvement programs, and leadership training and education reform issues in the field of education. The results show that in the current field of education, it is crucial to pay attention to issues such as leadership style assessment, leadership prediction, teacher leadership ability improvement plans, leadership training and educational reform. But there are also common problems and challenges in these areas. In terms of leadership style evaluation, inconsistent indicators and standards, uneven methods and tools, and a lack of widespread practical application have become problems that need to be solved urgently. The key to solving these problems is to strengthen research, improve evaluation indicators and methods, improve tool reliability, and transform evaluation results into practical improvement measures. In terms of leadership prediction, prediction accuracy is challenged due to the complexity, multi-dimensionality of leadership and the interference of external factors. Future development requires more careful treatment of forecast results and comprehensive analysis combined with other factors. At the same time, establishing clearer leadership evaluation standards and conducting in-depth research on prediction methods and tools are necessary steps to promote the development of leadership prediction. Teacher leadership capacity improvement projects currently have problems such as systemic flaws, lack of pertinence and sustainability, and imperfect evaluation and feedback mechanisms. In order to improve the effect, it is necessary to build a scientific and systematic improvement plan framework, focus on personalized training, establish a long-term training and development plan, improve the evaluation mechanism, and transform evaluation results into specific improvement measures. Finally, the current status of leadership training and education reform has problems such as uncertain conceptual connotations, resource investment challenges, and differences in actual effects that need to be resolved. Clarifying leadership standards, optimizing training methods, and improving training effects are the directions to promote the integrated development of leadership training and education reform. At the same time, an effective evaluation and feedback mechanism should be established to provide scientific support for continuous improvement.