Measurement: When the Data Moves, What Changes?
Arielle Kouffman Arielle Kouffman

Measurement: When the Data Moves, What Changes?

Early in my CPG career, a 0.6-point share dip after a major launch sent me into two weeks of scenario modeling.

The business wasn’t broken. But we were treating a lagging metric like an operational lever.

That experience shaped how I think about measurement in annual planning.

Measurement isn’t reporting. It’s enforcement.

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