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Misses requirement 1: Calculation groups reduce repeated measure patterns by transforming selected measures. The substituted action, Review calculation group precedence and test combined selections., is suited to a different situation: A model has multiple calculation groups whose ordering creates unexpected results. It does not satisfy the specified requirement 1.

Misses requirement 2: SELECTEDMEASURE makes a calculation reusable across eligible measures. The substituted action, Define an appropriate format-string expression for the calculation item., is suited to a different situation: A calculation group changes a decimal KPI to a whole number in every report. It does not satisfy the specified requirement 2.

Misses requirement 1: Calculation groups reduce repeated measure patterns by transforming selected measures. The substituted action, Use a supported model-editing workflow and verify calculation-group prerequisites., is suited to a different situation: A team tries to create calculation groups without checking the model editing tool and compatibility. It does not satisfy the specified requirement 1.

Misses requirement 1: Dynamic formatting changes presentation without converting the numeric measure to text. The substituted action, Keep measures numeric and use semantic model formatting metadata., is suited to a different situation: A report's currency format changes but exported numeric values must remain suitable for calculations. It does not satisfy the specified requirement 1.

Misses requirement 1: Dynamic formatting changes presentation without converting the numeric measure to text. The substituted action, Apply the correct percentage measure format rather than multiplying stored values arbitrarily., is suited to a different situation: A KPI should display a percentage with one decimal without changing its underlying ratio. It does not satisfy the specified requirement 1.

Misses requirement 2: FORMAT returns text and can break numeric aggregation and sorting. The substituted action, Configure calculation-item format strings based on the metric semantics., is suited to a different situation: An organization wants calculation items to show percent growth and currency totals with distinct formats. It does not satisfy the specified requirement 2.

Misses requirement 1: Field parameters provide user-controlled selection among model fields. The substituted action, Restrict the field parameter to fields authorized for the target audience., is suited to a different situation: A field parameter references an unapproved sensitive dimension and users can expose it in a visual. It does not satisfy the specified requirement 1.

Misses requirement 2: Measure parameters can switch the metric without duplicating whole report pages. The substituted action, Explain that field parameters modify semantic or visual field selection, not source data., is suited to a different situation: An analyst expects a field parameter to rewrite the underlying data warehouse table. It does not satisfy the specified requirement 2.

Misses requirement 1: Field parameters provide user-controlled selection among model fields. The substituted action, Test dependent visuals, slicers and bookmarks when modifying parameter definitions., is suited to a different situation: A field parameter is renamed and bookmarked report states no longer restore correctly. It does not satisfy the specified requirement 1.

Misses requirement 1: Mixed storage models allow different freshness and performance tradeoffs per table. The substituted action, Review cross-source relationship behavior and test query semantics for the chosen modes., is suited to a different situation: A composite model builds a relationship across Import and DirectQuery sources and totals unexpectedly change. It does not satisfy the specified requirement 1.

Misses requirement 1: Mixed storage models allow different freshness and performance tradeoffs per table. The substituted action, Profile measures and relationships independently of model storage settings., is suited to a different situation: A team enables large model format and assumes it automatically fixes inefficient DAX. It does not satisfy the specified requirement 1.

Misses requirement 2: Large storage configurations can support eligible enterprise-scale models when properly provisioned. The substituted action, Validate storage-mode compatibility before designing the composite structure., is suited to a different situation: An architect mixes Direct Lake on SQL tables with unsupported additional storage modes in one model. It does not satisfy the specified requirement 2.

Misses requirement 1: Visual-level timings help isolate the bottleneck before modifying unrelated model components. The substituted action, Compare capacity utilization and simultaneous model-query load during the slowdown., is suited to a different situation: A report loads quickly in Desktop but is slow under production capacity concurrency. It does not satisfy the specified requirement 1.

Misses requirement 2: Visual cardinality can multiply both rendering and model-query work. The substituted action, Benchmark the visual rendering cost separately from DAX query time., is suited to a different situation: An analyst adds a complex custom visual and total page render time rises despite unchanged measures. It does not satisfy the specified requirement 2.

Misses requirement 1: Visual-level timings help isolate the bottleneck before modifying unrelated model components. The substituted action, Simplify visual interactions and avoid unnecessary duplicated calculations., is suited to a different situation: A page has dozens of visuals issuing redundant queries every time a slicer changes. It does not satisfy the specified requirement 1.

Misses requirement 1: Simpler native filter expressions can lower Formula Engine work. The substituted action, Correct the denominator filter scope using the intended peer set., is suited to a different situation: A visual displays every store's percentage as 100% and a measure has an overbroad ALL call. It does not satisfy the specified requirement 1.

Misses requirement 1: Simpler native filter expressions can lower Formula Engine work. The substituted action, Cache an intermediate expression with VAR and inspect the resulting execution plan., is suited to a different situation: A DAX formula recomputes the same large table expression several times. It does not satisfy the specified requirement 1.

Misses requirement 2: Correct aggregate semantics can also eliminate excessive per-row iteration. The substituted action, Use native numeric measures with dynamic format strings or model formats., is suited to a different situation: A report uses `FORMAT` on every numeric measure and sorting and charts behave as text. It does not satisfy the specified requirement 2.

Misses requirement 1: SQL-endpoint row restrictions can force DirectQuery fallback in this Direct Lake variant. The substituted action, Review capacity guardrails and optimize Delta files or scale capacity as warranted., is suited to a different situation: A Fabric capacity has Direct Lake table sizes above guardrail thresholds and fallback occurs. It does not satisfy the specified requirement 1.

Misses requirement 2: Views in Direct Lake on SQL can require query fallback instead of reading Delta columns directly. The substituted action, Reevaluate DirectLakeBehavior settings and remove the incompatible dependency or reenable supported fallback., is suited to a different situation: A team disables fallback while keeping SQL security constraints that need it, and visuals fail. It does not satisfy the specified requirement 2.

Misses requirement 1: SQL-endpoint row restrictions can force DirectQuery fallback in this Direct Lake variant. The substituted action, Inspect supported Direct Lake query diagnostics such as TABLETRAITS fallback information., is suited to a different situation: A report owner cannot explain whether Direct Lake used in-memory columns or SQL fallback. It does not satisfy the specified requirement 1.

Misses requirement 1: The OneLake variant uses OneLake APIs and is not coupled with the SQL endpoint. The substituted action, Configure and verify OneLake security or semantic-model RLS for that model., is suited to a different situation: An analyst assumes SQL endpoint row security automatically protects a Direct Lake on OneLake model. It does not satisfy the specified requirement 1.

Misses requirement 1: The OneLake variant uses OneLake APIs and is not coupled with the SQL endpoint. The substituted action, Explain that Direct Lake on OneLake does not support DirectQuery fallback., is suited to a different situation: A team expects Direct Lake on OneLake to fall back to DirectQuery when its guardrails are exceeded. It does not satisfy the specified requirement 1.

Misses requirement 2: This variant checks SQL-endpoint metadata and may execute DirectQuery for restricted paths. The substituted action, Check Direct Lake on OneLake source integration and permission requirements., is suited to a different situation: A designer wants a single Direct Lake model to span eligible Delta sources rather than only one SQL endpoint. It does not satisfy the specified requirement 2.

Misses requirement 1: Model framing determines which Delta table state the semantic model can query. The substituted action, Configure approved automatic updates or a refresh trigger aligned with the freshness SLA., is suited to a different situation: A Direct Lake model has automatic updates disabled but business users expect newly committed Delta data immediately. It does not satisfy the specified requirement 1.

Misses requirement 2: Framing tracks eligible Delta table snapshots while columns are read on demand. The substituted action, Perform an appropriate model refresh after adding the table definition., is suited to a different situation: A model adds a table through XMLA metadata and its report returns an unframed-table error. It does not satisfy the specified requirement 2.

Misses requirement 1: Model framing determines which Delta table state the semantic model can query. The substituted action, Refresh affected models and revalidate effective security as required by the integration., is suited to a different situation: A data steward modifies OneLake security roles and a Direct Lake model still evaluates old access assumptions. It does not satisfy the specified requirement 1.

Misses requirement 1: Incremental processing reduces refresh work to changed time ranges. The substituted action, Verify service-side policy application and scheduled incremental refresh execution., is suited to a different situation: A published model's refresh policy is configured but only historical partitions are being processed manually. It does not satisfy the specified requirement 1.

Misses requirement 1: Incremental processing reduces refresh work to changed time ranges. The substituted action, Inspect query folding and push eligible date filters to the source., is suited to a different situation: A model defines incremental refresh but the source query does not fold the date predicate. It does not satisfy the specified requirement 1.

Misses requirement 2: Nonoverlapping partition predicates prevent duplicate boundary rows. The substituted action, Extend the refresh policy or schedule a controlled historical reprocessing operation., is suited to a different situation: Late-arriving corrections change older partitions beyond the refresh window. It does not satisfy the specified requirement 2.

Misses requirement 1: Wide high-cardinality data can consume memory without adding analytical value. The substituted action, Consider source-side materialization or reusable measures based on intended semantics., is suited to a different situation: A model creates hundreds of calculated columns for values that can be computed in source SQL. It does not satisfy the specified requirement 1.

Misses requirement 2: Dimensional normalization can reduce repeated text and improve compression. The substituted action, Simplify to a clear star schema with controlled filter directions., is suited to a different situation: A model uses bidirectional filters on every relationship and reports contain ambiguous results. It does not satisfy the specified requirement 2.

Misses requirement 1: Wide high-cardinality data can consume memory without adding analytical value. The substituted action, Profile model tables, cardinality and capacity usage before sizing or redesigning., is suited to a different situation: A model consumes high memory during refresh and the team assumes adding a second report page will solve it. It does not satisfy the specified requirement 1.