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9.6 Third-Party Dataset Consistency, Trust Sources & Cross-Reference Validation

30 checks in Off-Site Signals & Reputation. Automated Its subsection has a live automated checker in the engine.

Dataset Consistency — Business Info, Entity Accuracy & Cross-Source Matching

IDCheckPasses whenWeightRuns
9.6.391Validate business info consistent across major data aggregators (Factual, Neustar, Localeze, Data Axle)ConsistentCriticalDeterministic
9.6.392Detect conflicting business names across datasetsNoneCriticalDeterministic
9.6.393Validate address matches all major third-party datasetsMatchingHeavyDeterministic
9.6.394Validate phone number uniform across aggregatorsUniformHeavyDeterministic
9.6.395Validate website URL identical across sourcesIdenticalHeavyDeterministic
9.6.396Detect outdated versions of business profilesNoneMediumDeterministic
9.6.397Validate dataset information updated within 12 monthsUpdatedMediumDeterministic
9.6.398Detect fragmenting dataset entries (multiple IDs for same brand)NoneMediumDeterministic
9.6.399Validate dataset recognizes correct business categoryCorrectMediumDeterministic
9.6.400Validate dataset business hours consistent with GBP/websiteConsistentMediumDeterministic

Trust Sources — Validation Against High-Authority Data Providers

IDCheckPasses whenWeightRuns
9.6.401Validate Google’s business knowledge panel matches dataset infoMatchingHeavyDeterministic
9.6.402Validate Apple Maps dataset alignmentAlignedHeavyDeterministic
9.6.403Validate Bing Places dataset alignmentAlignedHeavyDeterministic
9.6.404Validate Yelp dataset consistencyConsistentMediumDeterministic
9.6.405Validate Waze/Here Maps data accuracyAccurateMediumDeterministic
9.6.406Validate local government/registry data (if applicable)ConsistentMediumDeterministic
9.6.407Detect discrepancies between mapping platformsMinimalMediumDeterministic
9.6.408Validate citations from data providers resolve correctlyResolvingMediumDeterministic
9.6.409Validate dataset category tags match business category clusterMatchingMediumDeterministic
9.6.410Validate structured NAP fields consistent across datasetsConsistentMediumDeterministic

Cross-Reference Validation — Entity Matching & AI-Readiness

IDCheckPasses whenWeightRuns
9.6.411Validate entity ID linking across datasets (sameAs equivalence)LinkedHeavyDeterministic
9.6.412Detect mismatch in entity vectors across sourcesNoneHeavyDeterministic
9.6.413Validate embedding similarity between dataset descriptionsHighMediumDeterministic
9.6.414Validate no conflicting narratives across datasetsNoneMediumDeterministic
9.6.415Validate datasets include consistent service categoriesConsistentMediumDeterministic
9.6.416Detect outdated legacy dataset entriesNoneMediumDeterministic
9.6.417Validate dataset entries reinforce entity authorityReinforcingMediumDeterministic
9.6.418Validate all external dataset references align with brand identityAlignedMediumDeterministic
9.6.419Detect data provider inconsistencies that may harm AI interpretationNoneMediumDeterministic
9.6.420Compute Third-Party Dataset Consistency Master ScoreFinalizedCriticalDeterministic

← 9.5 Social Profile Discovery, Connectivity & Bidirectional Linking9.8 Partner Links, Business Ecosystem Signals & Trust Alignment →

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