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Overview

The best readouts usually follow a simple order:
  1. What changed in the business outcome?
  2. What created that change?
  3. How confident are we in the explanation?
  4. What should we do next?

A good readout flow

Start with: Then move into:

Questions worth asking in the room

  • Are we looking at demand creation or demand capture?
  • Are we reacting too early for this channel?
  • Are we optimizing for scale, efficiency, or timing?
  • Is the model quality strong enough for a hard budget move?

A practical communication rule

Do not let the conversation collapse into:
  • platform attribution alone
  • short-term efficiency alone
  • one channel defending itself in isolation
The value of Provalytics is the system view.