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Error Correlation Graph

Students who miss Question X miss Question Y with high confidence. A data structure only scale creates.

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Total Error Events

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Correlated Pairs Found

0%

Highest Confidence

Error Co-occurrence Pairs

Each row shows two questions that students commonly get wrong together. Higher confidence = stronger correlation. More student data → more accurate predictions → better weak-area mapping.

No correlation data yet.

As students answer MCQs and get questions wrong, the error graph builds itself. More errors → more correlations → smarter recommendations.