YOUR OBJECTIVE COMES FIRST
Inventory and order visibility
Make the number understandable before making it a dashboard.
Rhode Island Commerce highlights the ocean economy, custom manufacturing, life sciences, IT and business services. A useful scoping example is design-to-production customer changes. Follow a design revision, customer approval and production instruction through the work with design, account management and production coordination. An informal customer comment must not silently replace an approved production specification. What turns a requested design change into an authorized production instruction?
Rhode Island Commerce: 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: A product crosswalk and stock definition.
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 design-to-production customer changes, agree how design, account management and production coordination 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: Business owners can reconcile selected products to source records.