P&L Engineering

Operational decisions get sharper when each initiative is treated as a falsifiable capital allocation bet against the P&L. The useful move is to define the hypothesis, benchmark, measurement plan, attribution logic, and scale or kill rule before the spend starts. P&L alpha then becomes the signal that separates real operational value from outcomes that would have happened anyway.