Methodology

Chain-Hop Anatomy

1 EFTA citations1,181 words0 persons referenced

*All amounts are (Unverified) automated extractions from DOJ EFTA documents. Appearance in this analysis does not imply wrongdoing. See COMPLIANCE.md for professional standards framework.*

Chain-Hop Anatomy

How money moved through the 4-tier trust network — and how I caught $311 million in inflation from counting the same dollar twice. All amounts are (Unverified) automated extractions from DOJ EFTA documents. Appearance in this analysis does not imply wrongdoing. See COMPLIANCE.md for professional standards framework.

What I Found

The network ran on layers. Money came in from external sources — Leon Black, Benjamin de Rothschild, Tudor Futures Fund, Narrow Holdings, auction houses. It passed through intermediate shells — Haze Trust, Southern Trust, Southern Financial. Then it reached operational entities or personal accounts. I mapped 67 wire transfers totaling $312,796,381 (Unverified) moving through this structure.

The same structure that makes this worth studying makes it dangerous to count. A single $10 million wire that moves from an external source → Southern Trust → Southern Financial → Haze Trust → personal account is one $10 million transfer — but a naive extraction pipeline would count it as four separate $10 million transfers, inflating the total to $40 million. That's the chain-hop problem. It's the single biggest methodological challenge in this whole analysis.

The 4-Tier Structure

Based on the flow patterns visible in the wire data:

Tier 1 — Accumulation Layer: Southern Trust Company Inc. received the largest inflows from external sources. 17 inbound wires totaling $151.5M (Unverified) from Black Family Partners, Leon & Debra Black, Narrow Holdings, Benjamin de Rothschild, Tudor Futures Fund, and Edmond de Rothschild (Suisse) SA. Tier 2 — Distribution Layer: Southern Financial LLC received $32M (Unverified) from The Haze Trust and $14M from other sources. It also disbursed $4.1M across 9 outbound wires including payments to Joichi Ito, Coatue Enterprises, and Neoteny 3 LP. Tier 3 — Transit Layer: The Haze Trust received art market proceeds and Deutsche Bank transfers, then moved money downstream to Southern Financial and Southern Trust. $49.7M out (Unverified), plus $3.7M to an entity classified as FINANCIAL_TRUST. Tier 4 — Operational Layer: Entities like Butterfly Trust, Gratitude America, and personal accounts that received disbursements from the upper tiers.

The Chain-Hop Problem

In Phase 22 of the extraction pipeline, I identified and removed $311 million in chain-hop inflation. Here is a simplified example of what that looks like:


External Source sends $10,000,000 → Southern Trust
Southern Trust sends $10,000,000 → Southern Financial  
Southern Financial sends $10,000,000 → Haze Trust



If I count every row, I get $30 million. But only $10 million actually entered the network. The other $20 million is the same dollar being moved between internal accounts.

I solved this by classifying every entity as EPSTEIN_ENTITY, EXTERNAL_PARTY, or BANK/CUSTODIAN, then filtering for transfers that crossed the boundary between external and internal. Shell-to-shell transfers (43 identified in the master ledger) are tracked separately and flagged with is_shell_to_shell` — they are visible in the data but not double-counted in the headline total.

Key Flow Paths

The Black → Southern Trust → Disbursement path:

$106.5M entered Southern Trust from Black-affiliated entities (Exhibit A). Southern Trust then disbursed to ITO ($10.3M across 5 wires), Leon Black ($8M), Debra Black ($8.5M), and others.

The Auction → Haze Trust → Southern Financial path:

$18.9M entered Haze Trust from Sotheby's and Christie's (Exhibit D). Haze Trust then sent $49.7M to Southern Financial and Southern Trust — meaning the Haze Trust also received funding from sources beyond the auction houses (primarily Deutsche Bank transfers).

The Rothschild → Southern Trust path:

Benjamin Edmond de Rothschild sent $15M (Exhibit A), and Edmond de Rothschild (Suisse) SA sent $10M (Exhibit A), both to Southern Trust Company.

The Narrow Holdings path:

Narrow Holdings LLC c/o Elysium Management sent $20M to Southern Trust (Exhibit A) — the single largest individual wire in this subset.

Matching-Amount Detection

One method I used to identify potential chain-hops was looking for identical dollar amounts appearing across multiple entity pairs within the shell network. If $5,000,000 appears as Southern Trust → Southern Financial and also as Haze Trust → Southern Financial, it may be the same $5M moving through the network.

I did not automatically remove these matches. Each was reviewed in the context of dates (when available), source documents, and entity classifications before determining whether it was a legitimate separate transfer or a chain-hop duplicate.

What I Can't Determine

Complete flow paths end-to-end. I can see individual wire segments. But the EFTA corpus doesn't always give me enough date precision to chain segment A → B → C → D into one traced path.

Whether all shell-to-shell transfers are internal movements. Some may be genuine transactions between related-but-distinct legal entities.

The net economic reality. Wires show gross flows. Offsetting positions, returns of capital, and loan repayments would shrink the net — but they look the same as one-way transfers in wire data.

Source: DOJ EFTA Document Release, Deutsche Bank-SDNY Production, Exhibits A and D. Chain-hop removal methodology documented in METHODOLOGY.md, Phase 22. Entity classifications and shell-to-shell flags are included in the [master wire ledger](../data/master_wire_ledger_phase5i.json).

Source Documents & Exhibits

Primary Exhibits

All Exhibits A–E (<a href="https://www.justice.gov/epstein/files/DataSet%208/EFTA00027019.pdf" target="_blank">EFTA00027019</a>) plus expansion wires.

This narrative synthesizes the full 481-wire ledger to demonstrate inter-entity fund routing patterns.

Exhibit

Wires

Total Value

Primary Entities

---------

-------

-------------

-----------------

$151,499,980

Black entities → Southern Trust

$33,139,248

Southern Financial ↔ investment funds

$89,372,037

Jeepers → Epstein personal accounts

$68,760,686

Haze Trust / art proceeds → Southern Financial

$6,253,493

Gratitude America disbursements

Expansion

260

$208,927,537

Multi-entity, multi-bank

Corpus Statistics Source

Method: Entity co-occurrence + wire pathway analysis across all shell entities. Database: 1,476,377 files, 11.4M extracted entities (see METHODOLOGY.md).

Scope Note

The 4-tier model (intake → holding → distribution → personal) describes patterns visible in one bank's production. The full architecture includes Financial Trust Company (Bear Stearns), Outgoing Money Trust (7 banks), and other entities documented in N11–N13.

📄 EFTA Source Documents

Click any document ID to open the DOJ PDF in a new tab. Click a Dataset number to browse neighboring files.

Document

Source

Description

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--------

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DS8

Deutsche Bank-SDNY Production: Exhibits A–E (all 5 exhibits, 481 wires, $973M)

<a href="https://www.justice.gov/epstein/doj-disclosures/data-set-8-files" target="_blank">Dataset 8</a>

DS8

Browse neighboring documents in Dataset 8

📊 Verify in Forensic Workbook

Exhibit / Analysis

View in Workbook

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Master Wire Ledger — All Exhibits

Money Flow Patterns

Shell Trust Hierarchy

Above-Cap Verified

Methodology

How to Verify

EFTA document IDs from public DOJ release at <a href="https://efts.gov" target="_blank">efts.gov</a>. Wire data from <a href="https://www.justice.gov/epstein/files/DataSet%208/EFTA00027019.pdf" target="_blank">EFTA00027019</a> Exhibits A–E. Full methodology in METHODOLOGY.md.

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