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Ad hoc analysis

Ad hoc analysis is a one-off investigation to answer a specific question, rather than a recurring report.

Written by Reflective Data experts · updated Oct 5, 2026

It typically happens in SQL, notebooks or an exploration tool. If the same ad hoc question comes up repeatedly, it is a candidate for a governed metric or dashboard.

Self-service tools reduce the load on analysts for these requests.

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DashboardSelf-service BISemantic layer

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