1. BI Governance intermediate Multiple choice

    A company certifies 400 of its 4000 dashboards with a badge an owner and a review at the moment the badge is granted. Eighteen months later an audit finds the certified set has the highest proportion of reports whose underlying model has changed since certification. Review the design. Which single change matters most?

    2 min answer bi governancecertificationstalenessattestation
  2. BI Governance intermediate

    A travel company has thousands of dashboards, several conflicting definitions of the same metric, and a large BI bill. Diagnose it.

    1 min answer bi-governancemetric-consistencysprawlcost
  3. BI Governance advanced Multiple choice

    At 09:10 an executive dashboard shows yesterday's conversion down 38%. By 09:40 every pipeline is confirmed healthy, row counts are normal and no schema changed. At 10:50 someone finds a pull request merged at 23:38 that changed the semantic layer's definition of a converted session. Fourteen experiments were mid-flight. Which design change most directly prevents a repeat?

    3 min answer bi-governancesemantic-layerexperimentationmetric-versioning
  4. BI Governance advanced

    Booking.com has described running more than 1,000 concurrent experiments in a 2017 paper on democratising experimentation. Before you let a thousand teams define their own metrics at that concurrency, what must be true of the semantic layer and the pipelines underneath?

    2 min answer bookingexperimentationsemantic-layermetric-governance
  5. BI Governance intermediate

    Two dashboards disagree about revenue. What mechanism would have prevented it, and what would not?

    2 min answer bi-governancesemantic-layercertificationdefinitions