The problem this shows
The messy version is usually not a writing problem.
Someone asks for a report without naming the decision the report should support.
Example
LMS Report Request to Decision-Ready Report Definition
Translate a vague LMS report ask into the decision, audience, data source, cadence, and ownership needed to make it useful.
What you should take away
Look for the decision the artifact needs to support.
Before building the next LMS report, ask what decision will be made differently if the report is accurate.
Aha moment
The shift is small, but it changes the conversation.
A report is only useful if someone can say what decision changes when the number changes.
Take the requested report and add three fields before building anything: decision, audience, and action threshold. If those are blank, the report is not ready.
Mock the report in PowerPoint, Excel, Google Slides, or Sheets before touching the LMS export. Use sample numbers and ask what action each number would trigger.
Mock the report in a one-slide screenshot before pulling data. Put fake but realistic numbers in it and ask leaders what they would do if the numbers were real.
Ask AI to turn the report request into a report definition with decision, audience, source fields, cadence, owner, and possible misuse risks.
Before and after
What changes when the work becomes clearer.
Use this as a pattern. The exact wording will change, but the move is the same: name the audience, workflow, owner, evidence, or decision more clearly.
The report request sounds simple, but it does not say who will use it, what decision they need to make, which audience matters, or what action changes when the number moves.
Audience: regional leaders. Decision: where to focus coaching. Data: completion, readiness check, manager observation, and support-ticket theme. Cadence: monthly for 90 days. Owner: program manager.
Why this is better
The artifact starts carrying more of the operating logic.
- The report has a decision, not just a metric.
- The audience is clear enough to design the view.
- The cadence matches the follow-up window.
- The owner knows when to retire or revise the report.
Use this with
Open the related resource when you want to apply it.
Field test
Try it before you rebuild the whole system.
Before building the next report, ask the leader to finish this sentence: if this number is high or low, we will decide whether to...