Main idea
Models improve through repeated review.
article / QFP
Models improve through repeated review.
Each feedback cycle should target assumptions, formulas, outputs, risks, and communication.
How QFP uses it
Each feedback cycle should target assumptions, formulas, outputs, risks, and communication.
Next action
Turn the idea into one question, one visible output, and one review checkpoint.
Outcomes
Outputs make the learning visible.
Every QFP page points visitors toward work that can be reviewed: notes, models, memos, slides, and revision history.
Clearer vocabulary
QFP treats this as a practical student skill that can be practiced, reviewed, and improved.
Cleaner model logic
QFP treats this as a practical student skill that can be practiced, reviewed, and improved.
Better source discipline
QFP treats this as a practical student skill that can be practiced, reviewed, and improved.
More honest risk language
QFP treats this as a practical student skill that can be practiced, reviewed, and improved.
Stronger presentation structure
QFP treats this as a practical student skill that can be practiced, reviewed, and improved.
Reviewable portfolio evidence
QFP treats this as a practical student skill that can be practiced, reviewed, and improved.