YOUR OBJECTIVE COMES FIRST
Product activation analysis
Make the number understandable before making it a dashboard.
Utah targets aerospace, fintech, technology, life sciences and healthcare, and energy and minerals. A useful scoping example is customer activation and product handoffs. Follow an onboarding task, product event and customer-success follow-up through the work with product, customer success and revenue operations. An account login does not prove that the customer completed the first useful workflow. Which product action demonstrates useful activation rather than access alone?
Utah Governor's Office of Economic Opportunity: Targeted Industries ↗01Start with the decision the data supports
Identify the user, the question and the action the answer should inform. Agree the reporting period, relevant population and exclusions. A metric definition should make it possible for two reviewers to reach the same interpretation.
02Reconcile identity across the sources
Map customer, product, location or transaction identifiers and record where matches are uncertain. Review missing values and differing levels of detail. Do not hide a many-to-many relationship behind a join that changes the apparent total. Working example: An event specification and activation funnel.
03Make transformation and timing visible
Document source ownership, cleaning rules, accepted late records and refresh cadence. Distinguish event dates from the time a source was updated. Users should know when a report is complete enough for the decision they want to make. For customer activation and product handoffs, agree how product, customer success and revenue operations contribute where those functions are involved.
04Give quality issues an owner
Set checks for required fields, duplicate keys and meaningful reconciliation totals. Show which inputs failed and who can correct them. Dashboards should expose material limitations instead of presenting uncertain records as equally reliable. Review check: The team can trace each stage to a defined product action.