This system is based on big data technology, integrating Hadoop and Spark for data processing, Python for crawling postgraduate entrance examination information, Spring Boot and MyBatis for building the backend, Echarts for visualization, and MySQL for data storage. By analyzing application trends and the development of professional master's programs, it constructs a postgraduate entrance examination score prediction and school selection recommendation system to provide accurate decision support for candidates.