Education is very important to Singapore, and the government has continued to invest heavily in our education system to become one of the world-class systems today. A strong foundation of Science, Technology, Engineering, and Mathematics (STEM) was what underpinned Singapore's development over the past 50 years. PISA is a triennial international survey that evaluates education systems worldwide by testing the skills and knowledge of 15-year-old students who are nearing the end of compulsory education. In this paper, the authors used the PISA data from 2012 and 2015 and developed machine learning techniques to predictive the students' scores and understand the inter-relationships among social, economic, and education factors. The insights gained would be useful to have fresh perspectives on education, useful for policy formulation.
翻译:新加坡教育对新加坡非常重要,新加坡政府继续大力投资于我们的教育系统,成为当今世界级系统之一。 科学、技术、工程和数学(STEM)的坚实基础是新加坡过去50年来发展的基础。 PISA是三年一度的国际调查,通过测试即将结束义务教育的15岁学生的技能和知识来评估世界各地的教育系统。 本文作者使用PISA2012年和2015年的数据,开发了机器学习技术来预测学生的得分,并了解社会、经济和教育因素之间的相互关系。 所获得的见解有助于对教育有新的视角,有助于制定政策。