Attribution reports can flatten a messy customer journey into a single source. Operators need a simpler map of the likely handoffs.
Keep observation separate from interpretation. Write down what happened first—time, source, stage, outcome—then add the explanation. That prevents the story from changing to fit the result.
Discovery
A customer sees a project, answer or recommendation in social content.
For “Discovery,” look at the path after the click or message, not only the platform metric. The channel succeeds only when the next handoff works.
Verification
They search the business name, reviews, location or website before contacting.
For “Verification,” keep the request honest and the response specific. Manufactured praise is less useful than a detailed account of what actually happened.
Contact
They call, text, message or submit a form based on convenience.
For “Contact,” test the published number from a second phone and record what happens after hours; routing failures are easy to miss from inside the business.
Qualification
The team confirms location, need, timing and fit.
For “Qualification,” turn the idea into a small worksheet and use the same definitions for several weeks. Consistency matters more than pretending a local sample is an industry benchmark.
Decision
Quote clarity, proof and follow-up influence the final choice. Each stage can fail independently.
For “Decision,” write inclusions, exclusions and timing beside the number. A price without scope creates a second negotiation later.
How to collect evidence
For this article, create a short table with a fixed definition for each field, collect it over a defined period, and keep the raw observations. Add interpretation after the sample exists, not before.
How to keep the report honest
For this article, label internal samples as internal, note the date range and definitions, and keep claims proportional to the evidence. If a number comes from a public source, verify that the population and period actually match the decision you are making. For this topic, the first things I would put on that review are discovery, verification.