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This project explores how an attention-based dashboard helps educators recognize patterns earlier and intervene with greater clarity.

Early exploration revealed that while educators had access to data, they lacked a clear way to prioritize attention.

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Early exploration revealed that while educators had access to data, they lacked a clear way to prioritize attention.

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What needs my attention right now?

To support that: - Signals are surfaced before deep analytics - At-risk indicators appear before full performance
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The experience moves from monitoring to active instructional decision-making.

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What needs my attention right now?

To support that:\n- Signals are surfaced before deep analytics\n- At-risk indicators appear before full performance
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