Commercial Questions
Identify the investment or operating question a business view should help its readers investigate.
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Connect business questions, query logic and visual reporting so commercial teams can inspect the evidence behind a decision.

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Define the commercial decision a dashboard supports.
Trace query transformations to the source records.
Explain measures, periods and filter context.
Commercial Inputs
Avoid investment comparisons without a consistent basis.
Avoid query outputs with unexplained business meaning.
Confirm the records needed for the commercial question.
Dashboard Scope
Agree on reporting views and supported comparisons.
Exclude investment recommendations unsupported by data.
Exclude unrelated operational workflows from the dashboard.
Decision Review
Review findings with assumptions and source coverage visible.
Do not present a dashboard as proof of future returns.
Do not overlook changes in query or measure definitions.
Connect commercial questions to query pipelines and dashboards that explain the data, measures and assumptions behind a decision.
Identify the investment or operating decision a dashboard supports before choosing the data and comparisons it will show.
Document source relationships and transformations so a displayed measure can be followed back to the relevant records.
Present reporting periods, filters and calculation definitions alongside the visual information used in commercial reviews.
Connect commercial decisions to explainable reporting data.
Define the dashboard's commercial question.
Identify records for the business comparison.
Trace queries to reporting measures.
Show periods, filters and measure definitions.
Keep assumptions visible in investment review.
Connect commercial dashboards to the queries, definitions and assumptions that make investment discussions understandable.
Identify the investment or operating question a business view should help its readers investigate.
Trace transformations and relationships from business records to the measures presented in a dashboard.
Keep periods and calculation assumptions visible when presenting commercial trends or comparisons.
Keep source coverage and interpretation questions visible during commercial dashboard reviews.
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