The Creative education has become a global issue in recent years, and on that basis, the fostering of creative individuals and software education are developing immensely. The government of South Korea is setting a foundation for the Creative education by adopting the free semester policy and STEAM education in line with the trend of the global market. However, despite the country’s incessant efforts for the past five years, scales and solutions through which the effectiveness of the Creative education can be verified have not been suggested. Therefore, this study conducted an opinion mining analysis of South Korean online media by using semi-structured data for obtaining a quantitative scale and verification, not relying on the obsolete methods of analysis such as checklists and questionnaires. The directivity of educational policies which South Korea is not obliged but has the option to pursue is suggested through the opinion mining analysis of social impacts and public awareness of the current creative education.