Source, location and time
The device or provider behind a reading, the area it covers and the time it was recorded all affect its interpretation. These details should stay together when a data workflow is designed. Current readings, last-known records and demo data must remain distinguishable.
Quality and conditions of use
Missing records, cloud cover, sensor outages and different sampling intervals limit what can be inferred. A source’s terms of use and integration options should be assessed before it is connected. Not every source fits every use case.
Access based on responsibilities
Visibility, review and approval permissions should reflect team responsibilities. Roles and access scope are considered together during setup, with the aim of giving each person the access needed to do their work.
A traceable decision workflow
Connecting the source, recommendation, expert review, approval, task and outcome makes a decision easier to review later. Retention, export, backup and deletion requirements are assessed alongside the chosen services and project scope. Data use on this marketing website is described on the Privacy page.