Step 6 · Learn and improve
Learning and engagement insights
Combine student outputs, rapid feedback and lecturer observations to show what worked, where friction occurred and how the next version should improve.
Outcome attainment+21%
88%
Compared with prior tutorial format
Active participation+27%
92%
Students contributing evidence or reasoning
Activity completion5 teams
100%
All required outputs submitted
Lecturer confidenceHigh
4.7
Out of 5 after facilitation
Learning evidence by team
Current activity compared with the previous theory-led tutorial
CurrentPrevious
050100
Student sentiment
“This helped me understand the differences”
Strongly agree / agreeOther
“The clues made us argue about why an answer was correct, not just memorise the table.”
What worked
Signals to preserve
Authentic outbreak context
High impactExplicit team roles
Balanced voiceRejected alternative requirement
Deeper reasoningObserved friction
Signals to address
Two teams overused one clue
Prompt neededPresentation phase ran 4 min over
TimingAI improvement proposal
Ready for lecturer approval
Recommended refinement
Add a “confidence meter” after each evidence card and cap presentations at 5 minutes using a one-slide evidence template.
Continuous improvement loop
Every implementation creates evidence for the next activity design.
Implement activityFacilitation data
Capture feedbackStudents + lecturer
Analyse evidenceOutcomes + friction
Improve next designHuman-approved changes