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Attribution Is a Hypothesis, Not a Verdict
In performance analysis, treating attribution as the only explanation often leads teams to change things they should have kept, all on the strength of a single hypothesis. A sounder approach is to frame attribution as a hypothesis to test, state what it cannot explain, and document that decision in a hypothesis note.
Key points
- In performance analysis, attribution should no longer be treated as the only explanation.
- Leave this unchecked, and the same problem keeps recurring: teams change things they should have kept, based on a single hypothesis.
- Start instead by framing attribution as a hypothesis to test and stating what it cannot explain.
- Record the decision in a hypothesis note, owned by the analysis lead.
- From then on, assess it against one question: would the adjustment still make sense if this hypothesis proved wrong?
01How Attribution Becomes Action
Putting attribution in a document does not mean it has become part of performance analysis. The first step is to frame it as a hypothesis to test and state what it cannot explain.
If making attribution usable means simply shortening an account that treats it as the only explanation, the front line faces the same problem: teams change things they should have kept, based on a single hypothesis.
Frame attribution as a hypothesis to test and state what it cannot explain. Until then, it is still being treated as the only explanation.
02Where Attribution Gets Distorted
Attribution is most often distorted when work is divided up. Each department takes away a convenient line, without the corresponding limits on what it can justify.
The outward narrative still presents attribution as the only explanation, while internally no one can explain why the team changed things it should have kept, based on a single hypothesis.
03The Smallest Usable Unit of Attribution
The smallest usable unit of attribution is not an entire manual, but a judgment someone can apply on the spot. The hypothesis note should serve that purpose.
When attribution reaches the front line, people should not have to guess what the brand team would think.
04Attribution on the Front Line
Before every major adjustment, examine one real application and check whether the hypothesis note has slipped back into treating attribution as the only explanation.
Rewriting is not necessarily a problem. The problem is when no one acknowledges that the attribution has changed.
05Who Exercises Judgment in Attribution
Keep judgment with the people applying it. The analysis lead should also give frontline teams the authority to reject an adjustment on the basis of the hypothesis note.
End training with just one test: would the adjustment still make sense if this hypothesis proved wrong?
Framework
The Four Layers of Attribution
From non-negotiable principles to tools people can use on the ground, each layer answers one question, keeping attribution from being recast as the only explanation.
L1Hypothesis
This layer defines what is non-negotiable in attribution.
L2What It Cannot Explain
This layer turns attribution into conditions that can be checked.
L3Adjustments It Supports
This layer defines what can change when attribution is applied in different contexts.
L4Adjustments It Does Not Support
This layer puts attribution in the hands of the people using it and makes exceptions explicit.
Note: This diagram is a conceptual framework. It explains a way of thinking and is not statistical data. Source: Qingmei Future Insights.
Recommended actions
Action 01
Start from the site
Identify the moments when attribution actually informs performance analysis. Do not begin by rewording an account that treats it as the only explanation.
Action 02
Keep it to one page
Use a hypothesis note in place of a longer explanation. Keep only what helps frame attribution as a hypothesis to test and state what it cannot explain.
Action 03
Judge it by one question
Before every major adjustment, ask only: would the adjustment still make sense if this hypothesis proved wrong? Without an answer, it is not yet a decision.
Action 04
Name the owner
The analysis lead owns this. Without someone to maintain it, attribution will be quietly rewritten when conflicts arise.
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