Antecedent Environment Optimizer
Track performance across 20+ environmental conditions → predict optimal setup per child (Bronfenbrenner ecosystem)
timeOfDay
10:00-11:30am (dopamine peak)
noiseLevel
Minimal background (< 50db)
socialDensity
Solo or 1 peer (extrovert prefers group)
posture
Standing (desk height adjustable)
lighting
Natural + 4000K (focus-enhancing)
break
Every 25min (Pomodoro)
Performance Impact
Optimal
94% success
Non-Optimal
67% success
Delta
+27 percentage points
Time of Day
❌ Worst:
7am (cortisol peak, low dopamine)
✓ Best:
10am (dopamine peak, moderate cortisol)
Noise Level
❌ Worst:
Open office (75db)
✓ Best:
Quiet room (45db) - unless ADHD (then 60db)
Social Density
❌ Worst:
Crowd watching (performance anxiety)
✓ Best:
Solo OR trusted peer (autonomy support)
Physical Setup
❌ Worst:
Hunched, sitting, low desk
✓ Best:
Standing, upright posture, eye-level screen
