Principlev1

Measure learning rate (speed of improvement) rather than

Measure learning rate (speed of improvement) rather than only performance outcomes, tracking meta-metrics like error detection speed, practice propagation rate, and pilot-to-scale conversion efficiency.

Why This Is a Principle

Derives from Learning occurs when outcomes differ from predictions, (learning occurs from prediction error), Raw experience, without reflection, does not produce (raw experience without reflection does not produce learning), and Expert performance in complex domains requires deliberate (expert performance requires deliberate practice with feedback). Prescribes WHAT to measure - learning rate not just outcomes - which is measurement design guidance following from feedback-driven learning principles.

Source Lessons

L-1692

Continuous organizational learning

Organizations that learn faster than their environment changes survive and thrive. Organizational learning is not the sum of individual learning — it is a systemic capability that converts experience into improved organizational behavior. An organization learns when its systems, processes, and practices change in response to experience — not just when its individuals acquire new knowledge. The learning organization does not just accumulate knowledge (L-1691) — it converts knowledge into capability: the ability to do things differently and better based on what has been learned.

Connections

Derived From (3)

AxiomLearning occurs when outcomes differ from predictions,AxiomRaw experience, without reflection, does not produce AxiomExpert performance in complex domains requires deliberate

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