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Confidence intervals characterize estimation uncertainty, not individual result limits. It would address correct meaning of confidence bounds, not direct categorical magnitude comparison.

Expected special events may be legitimately unusual. That targets distinguish unusual but expected events, not direct categorical magnitude comparison.

Uncertainty bands prevent presenting one predicted value as guaranteed. It is useful for future projection uncertainty, not for direct categorical magnitude comparison.

Workspace Admins govern membership and workspace configuration. It is useful for administer workspace and access settings, not for modify workspace content without managing access.

Viewers consume content without ordinary editing rights. Its scope is read-only workspace report consumption, not modify workspace content without managing access.

Members have elevated content-management privileges, including app publishing under role rules. That is meant for publish workspace content without full admin role, not modify workspace content without managing access.

Workspace settings hold the descriptive identity for shared analytics assets. That targets maintained workspace ownership metadata, not multi-author analytics workspace.

Controlled retirement prevents breaking downstream app and semantic model dependencies. It may suit safe removal of unused test workspace, not multi-author analytics workspace.

Narrow workspace roles protect governed assets from unintended modification. It is useful for preventing overly broad workspace edit access, not for multi-author analytics workspace.

Local edits do not automatically update already published service items. It is useful for diagnosing missing report publication, not for deploying Desktop report to shared service.

Service artifacts need an updated publish or deployment action to use revised definitions. That is meant for replace obsolete published measure definition, not deploy Desktop report to shared service.

Import and deployment processes add authorized report assets to the target workspace. It would address onboard an approved shared report artifact, not deploy Desktop report to shared service.

App audiences tailor distributed items for entitled groups. It would address audience-specific report distribution, not distribute curated reports to consumers.

Workspace availability does not automatically make an item visible in a previously published app. That targets synchronize workspace and app item visibility, not distribute curated reports to consumers.

App content updates are an explicit publication action. It is useful for propagate newly approved content to app users, not for distribute curated reports to consumers.

Report editing requires author permissions, not simple app consumption. It is useful for enabling governed report coauthoring, not for curated multi-report executive delivery.

Item- or app-scoped sharing can limit exposure compared with whole-workspace membership. Its scope is share one report with a limited audience, not curated multi-report executive delivery.

Static delivery avoids granting unnecessary live workspace access. That is meant for one-time noninteractive regulatory evidence, not curated multi-report executive delivery.

Reports support pages and richer exploration than dashboard tile canvases. That targets multipage interactive analytic exploration, not consolidated cross-report KPI overview.

Dashboard tiles depend on their underlying dataset and tile-update behavior. It may suit diagnose stale dashboard KPI tile, not consolidated cross-report KPI overview.

Live pages can preserve supported page-level visual experience in a dashboard tile. It is useful for combined live report page display, not for consolidated cross-report KPI overview.

Subscriptions do not supersede effective access and governance requirements. It is useful for deliver scheduled reports to authorized users, not for recurring emailed report snapshot.

Dashboard alerts evaluate supported numeric tile values against defined thresholds. That is meant for threshold-triggered dashboard notification, not recurring emailed report snapshot.

Refresh failure alerts surface operational problems rather than mailing reports unnecessarily. It would address notify only on refresh failure, not recurring emailed report snapshot.

Cluster nodes provide availability for gateway traffic and reduce single-host outages. It would address resilient refresh gateway topology, not refresh private SQL through a gateway.

Gateway data source mapping must match connection details used by the model. That targets correct gateway source binding after publish, not refresh private SQL through a gateway.

Supported cloud sources connect directly from the service. It is useful for cloud-native scheduled refresh, not for refresh private SQL through a gateway.

DirectQuery queries source data at visual evaluation time. It is useful for current live-query report values, not for daily imported data renewal.

Service refresh requires valid authentication for each configured source. Its scope is repair scheduled refresh authentication, not daily imported data renewal.

Successful model refresh cannot add transactions absent from upstream storage. That is meant for resolve source freshness mismatch, not daily imported data renewal.

Promotion identifies recommended shared content without asserting formal certification. That targets team-recommended reusable semantic model, not enterprise certified data asset.

Governance metadata helps distinguish authoritative from experimental sources. It may suit select trustworthy business model, not enterprise certified data asset.

Endorsement lifecycle must reflect current validation status. It is useful for revoke outdated semantic model trust signal, not for enterprise certified data asset.