Learning Systems Lab
Research that
changes decisions.
A structured intellectual archive on decision-support design, learning architectures, and applied educational intelligence. Three frameworks. Ten papers. One coherent system of thought.
Interpretation Layer Framework
"How do we move from data display to decision support?"
Transforms raw data into structured decision support through Signal Detection, Pattern Recognition, and Decision Pathways.
Intervention Decision Architecture
"How do we ensure insight leads to action?"
Structures how teachers respond through triggers, escalation pathways, monitoring loops, and exit criteria.
Insight Loop
"How do we make teaching a self-improving system?"
Closed-loop system: Pre-Test, Teach, Monitor, Identify Gap, Intervene, Evaluate, Repeat.
Research Archive
Browse the papers.
Full papers available
Want the complete research?
Full papers with detailed methodology, extended analysis, and citation lists are available upon request.
Request Research Papers