The education policy of the Macao Special Administrative Region is a driving factor in the investment of educational resources and the construction of a comprehensive education system. At the same time, the Macao Special Administrative Region Government closely integrates its education policy with the overall national development strategy, focuses on the training of teachers with a strong sense of national responsibility, and attaches importance to the needs of young people in national education, information technology education, and vocational education. Taking the policy addresses of the Macau Special Administrative Region over the past 25 years as the research sample, this study pioneered the use of policy modeling consistency index modeling combined with text mining to construct an evaluation system featuring the development of education policies. This approach provides a more in-depth quantitative analysis of the evolution and effectiveness of specific education policies. The results show that the MSAR has made significant progress in strengthening educational resources and aligning educational goals with national priorities. However, there is still room for improvement in areas such as information technology and vocational training. Based on this, the study recommends that these areas be targeted for strengthening, providing a reference basis for the future formulation or adjustment of existing education policies.