Entity Patterns
Discover patterns in entity resolution data โ name matching heuristics, geographic distribution, confidence scoring, and data quality signals. 13 patterns detected.
Name Matching
3Abbreviation expansion improves match rate by 23% โ "Mgmt" โ "Management", "Intl" โ "International" account for 41% of fuzzy corrections.
Legal suffix stripping (LLC, Ltd, Corp, GmbH) reduces false negatives by 18% without impacting precision.
Token-order-invariant matching catches 12% more fund names where words appear in different order (e.g. "Total Return PIMCO" vs "PIMCO Total Return").
Geographic Distribution
3US-domiciled entities represent 58% of resolution volume. Auto-resolve rate is 12% higher for US entities due to richer GLEIF coverage.
Cayman Islands and Luxembourg fund registrations cluster around quarter-end dates, causing 3x spike in resolution requests.
APAC entity names with transliteration variants (Nomura/้ๆ) require multi-script matching โ current Jaro-Winkler underperforms by 15%.
Confidence & Scoring
3Bimodal confidence distribution: 68% of resolutions score >90% (auto-resolve) or <40% (no match). The 40-90% review band contains only 32% of volume.
Adding LEI as input boosts composite score by avg 28 points. Only 23% of incoming records include LEI โ opportunity to enrich upstream.
Country code match contributes disproportionate signal โ wrong country drops confidence by avg 31 points even when name is 95%+ similar.
Data Quality
2GLEIF cache staleness: 8.3% of cached entities have registration status changes within 90 days. Recommend 30-day refresh cycle for active counterparties.
Duplicate entity detection: 3.1% of resolved entities map to multiple LEIs (merged, transferred, or lapsed registrations). Ownership chain analysis resolves 78% of ambiguity.
Relationships & Linkage
2Fund-to-manager clustering: top 20 asset managers control 74% of resolved fund entities. Manager LEI lookup resolves 89% of ambiguous fund names.
S&P Global PMID linkage available for 62% of resolved entities โ enables downstream portfolio analytics and risk aggregation.