Machine learning and data mining techniques have been widely used in educational settings to identify the important features that tend to influence students' learning performance and predict their future performance. However, there is little to no research done in the context of Singapore's education. Hence, this study aims to fill the gap by…

Instructional design and technology products result from many options and constraints. On the one hand, solutions should be creative, effective and flexible; on the other hand, developers and instructors need precise guidance and details on what to do during development and implementation. Communication of and about designs is supported by design…

Studies have shown that when learning occurs in an environment that uses animated pedagogical agents and personalized instruction, the learner learns the material more deeply and can recall it easier when compared to learning without an agent. Thus, an effective learning system creates personalized contexts for each learner. The "one size fits…