Evidence about children deserves restraint, transparency and human accountability.

Trust is part of the architecture

PBLplans separates observation from inference, protects identifiable learner data and keeps consequential interpretations reviewable, explainable and governed.

Purpose and consent

Use information only for clear, authorized educational or research purposes.

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Traceability

Retain source, authorship, timing and the reasoning behind interpretations and changes.

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Proportionate access

Give each person only the data and actions required by their responsibility.

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