ILLUMINATE
Intelligent Learning Level Updates via Mastery-Informed Navigation for Adaptively Targeted Exercises
Virtuelle Akademie
Vizerektorat Lehre
Belief on Student Mastery
Improved Bayesian Knowledge Tracing Model
- Continuous Mastery Stages
- Multiple Learning Targets
- Multidimensional Item Response Theory
Targeted Exercise Selection
-
Maximize Learning Gain
=> Optimize Student Learning
-
Maximize Assesment Gain
=> Optimize Estimate Certanty
Targeted AI Tutoring
Each stage of leaning requires specific tutor mode
Targeted AI Tutoring
Each stage of leaning requires specific tutor mode
or better: combination of modes
Targeted AI Tutoring
Each stage of leaning requires specific tutor mode
or better: combination of modes
Research Question
ILLUMINATE
- Track evolution of Student Mastery
- Optimized Exercise Selection
- Targeted Tutoring
- Unified Framework to compare Tutor Modes
- How useful are Modes at different stages of learning?
- Students: Optimized Learning
- Lecturers: Insight for targeted intervention
- Institution: Learning Analytics
Platform for Research:
Translation:
Intelligent Learning Level Updates via Mastery-Informed Navigation for Adaptively Targeted Exercises
ILLUMINATE
- Track evolution of Student Mastery
- Optimized Exercise Selection
- Targeted Tutoring
- Unified Framework to compare Tutor Modes
- How useful are Modes at different stages of learning?
- Students: Optimized Learning
- Lecturers: Insight for targeted intervention
- Institution: Learning Analytics
Platform for Research:
Translation:
Intelligent Learning Level Updates via Mastery-Informed Navigation for Adaptively Targeted Exercises
Collaborators needed to collect requirements during design phase.
ILLUMINATE
By Stefan Hackstein
