Champion/Challenger Testing

Running a proposed process change against the current one concurrently, so the comparison is controlled rather than sequential.

Why sequential comparison misleads

Changing a process and comparing to last quarter confounds the change with everything else that moved — seasonality, headcount, market conditions. Running both simultaneously on comparable populations isolates the variable.

Assign randomly

Letting reps opt into the new process selects for the enthusiastic, which guarantees the new process wins regardless of merit.

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