Database Quality Dashboard

Internal metrics for Neo4j data quality

Auto-refresh30sUpdated 6:06:20 AM

Overall Data Quality Grade

Weighted average across key metrics

D66%

FPrincipals with Net Worth

1,593 / 4,663(34.2%)

FResearch Orgs with Notes

0 / 0(0.0%)

AResearch Orgs with AUM

2,310 / 2,475(93.3%)

AConnected Principals (vs Orphan)

4,663 / 4,663(100.0%)

AOrgs with Known Type

18,226 / 18,379(99.2%)

Grading: A (90%+) | B (80%+) | C (70%+) | D (60%+) | F (<60%)Weighted by importance

Node Counts

Total entities in the graph database

Principals

4,663

Organizations

18,379

Talent

5,371

Vendors

Sources

Node Distribution

28,494total

Principals16.4%

Organizations64.5%

Talent18.8%

Sources0.3%

Relationship Types

WORKS_AT

25.9%7,036

OWNS_ENTITY

25.0%6,772

OWNS

21.2%5,762

FAMILY

11.7%3,182

HAS_PRINCIPAL

8.0%2,166

BOARD_SEAT

4.5%1,210

KNOWS

1.9%508

CONNECTED_TO

1.8%499

Target Progress

Key milestones for data enrichment

Connected Principals (Target: reduce orphans to <500)

4,663 / 4,163✓

0100%

KNOWS relationships (Target: 10,000)

508 / 10,000

05%

Research orgs with notes

0 / 0

00%

Research orgs with AUM

2,310 / 2,475

093%

Relationship Density

How connected are principals?

Total Relationships

27,240

Avg 5.84 per principal

1+ Relationships

4,663

100.0% of principals

5+ Relationships

862

18.5% of principals

10+ Relationships

108

2.3% of principals

Organization Types

Distribution of organization classifications

Organization Type Distribution

Company

26.3%4,703

Subsidiary

22.2%3,971

Foundation

19.4%3,478

Family Office

10.5%1,876

SFO

10.3%1,842

Board

5.5%979

Holding Company

2.4%429

Investment Vehicle

1.8%318

Private Equity

0.9%158

Unknown

0.9%153

Orphan Nodes

Nodes with zero relationships need enrichment

Orphan Nodes

Nodes with zero relationships need enrichment

8,749

30.8% orphaned

Principals

Healthy

Connected: 4,663Orphaned: 0

Orphan Rate

0.0%

Total Principals

4,663

Fix Orphaned Principals

Organizations

Needs Attention

Connected: 9,636Orphaned: 8,743

Orphan Rate

47.6%

Total Organizations

18,379

Fix Orphaned Organizations

Talent

Healthy

Connected: 5,365Orphaned: 6

Orphan Rate

0.1%

Total Talent

5,371

Fix Orphaned Talent

Quick Actions

High-value orphan principals Research orgs without connections Bulk enrichment tools

Quick Wins Queue

Highest priority research targets

Quick Wins Queue

All caught up!

No orphan principals with net worth found

Data Quality Issues

Items requiring cleanup

Issues to Fix

Orgs with type = "Unknown"153

Research orgs with Unknown type152

Principals with "###" in name0

Potential duplicate names0

Deduplication

Merge duplicate Principal nodes (e.g., "Mukesh Ambani" + "Mukesh Dhirubhai Ambani")

Top Connected Organizations

1. Mukesh Ambani Family Office43

2. Declaration Capital (David Rubenstein)40

3. Steyer-Taylor Foundation38

4. Wadhwani Foundation36

5. 1888 Management35

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Last updated: 1/19/2026, 6:06:18 AM