YOUR OBJECTIVE COMES FIRST
Inventory and order visibility
Make the number understandable before making it a dashboard.
Montana Commerce identifies manufacturing, agriculture and ag technology, B2B technology, life sciences, back-office operations and logistics among its key industries. A useful scoping example is distributed field-service scheduling. Follow a site reference, travel requirement and task-readiness checklist through the work with field coordination, service specialists and site contacts. A scheduled visit can fail if equipment access or required parts are not confirmed before travel. Which readiness checks must be complete before a field visit is scheduled?
Montana Department of Commerce: industry context ↗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 distributed field-service scheduling, agree how field coordination, service specialists and site contacts 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.