Build a chain of outcomes

Write the intended sequence: the audience encounters the work, understands something, takes an action and potentially creates a business outcome. Identify which parts the case actually measures. Reach describes an opportunity for exposure; it does not establish comprehension or a purchase.

A report can still be useful when it measures only one part of the chain. The important step is to state its scope. Avoid upgrading a reported attention metric into a claim about incremental revenue.

Inspect definitions and denominators

For each metric, record the measurement period, platform, eligible population and whether repeat events are counted. Views, unique people, visits and completed transactions are different units. Aggregating them can produce a large number with no clear interpretation.

Check whether a percentage change starts from a very small base, whether the comparison period is seasonally different and whether paid distribution changed. Retain the original definition alongside any summary you write.

Separate observation from causal attribution

A sales increase during a campaign may also reflect pricing, availability, competitor activity or other marketing. List plausible concurrent influences. A before-and-after comparison alone cannot isolate the campaign’s contribution.

When stronger comparison evidence is available, inspect how groups or periods were chosen and what limitations remain. When it is absent, use careful language such as “reported during the campaign” instead of “caused by the campaign.”

Design the next measurement around the decision

For an illustrative awareness campaign, the next decision might concern whether a message is understood by the intended audience. That needs a different measure from a decision about fulfillment capacity after a promotion. Choose evidence that answers the actual question.

Agree on the baseline, observation window, owner and limits before launch. Keep exposure measures, behavior measures and commercial measures in separate rows, then explain the connections that the data does and does not support.

Use this worksheet for your decision

Copy this into your notes. Leave unknowns visible instead of filling gaps with guesses.

Campaign objective:
Intended outcome chain:
Reported metric and definition:
Denominator and period:
Paid distribution changes:
Concurrent influences:
Comparison design:
Supported conclusion:
Next measurement decision:
Download the text worksheet ↓

Find evidence in the archives

Choose a supporting case and a counterexample with a different outcome. Read their sources and check whether their conditions match yours.

Cases to practice with (read and check the underlying sources):

Bring your question to the cases

Search a company or topic in the app, read the cases and ask follow-up questions to compare approaches.