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LEARNING-STRATEGY5 MIN READ

Classify learning measures by decision value

Distinguish activity metrics from evidence of behavior and results.

Measurement effort Decision value Low effort High effort Low value High value Use now High value · Low effort Existing KPI, manager observation, or workflow data that directly informs the pilot. Reserve High value · High effort Full ROI study or isolation design for expensive, high-visibility programs. Keep light Low value · Low effort Pulse checks that help improve relevance but cannot carry an impact claim. Avoid Low value · High effort Complex surveys that are costly yet disconnected from behavior or results.

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