ILLUMINATE

Intelligent Learning Level Updates via Mastery-Informed Navigation for Adaptively Targeted Exercises

slides

Dr. Stefan
Hackstein

Dr. Andrew Ellis

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.