Principlev1
Design pilots with baseline measurements collected before
Design pilots with baseline measurements collected before implementation and control conditions to distinguish intervention effects from external factors.
Why This Is a Principle
Derives from axioms about measurement changing behavior (Measurement of behavior changes the behavior being measured.) and learning from prediction error (Learning occurs when outcomes differ from predictions,). It prescribes experimental design principles for organizational pilots based on fundamental properties of measurement and learning.