insider-deduplisted
Install: claude install-skill jefrnc/quant-llm-skills
# Insider Holdings Dedup
The default join of "all insider filings → sum of shares" overcounts
positions, often by 2–10x. The reason: SEC rules require multiple
related parties (funds, GPs, advisers, family members, trustees,
beneficial owners) to each file a 13D/G or Form 4 covering the SAME
underlying shares. Naive summation = fictional ownership numbers.
## Core principle
**Beneficial ownership is per-share, not per-filer.** If three filers
report the same 1,000,000 shares because of a shared-voting-power
arrangement, the position is 1,000,000 — not 3,000,000.
The reverse is also true: separate parties may individually file
13D/G for distinct positions. You cannot blindly dedup either; you
must read the filings.
## Where double-counting happens
### Schedule 13D / 13G groups
A typical activist or institutional 13D group:
```
Filer 1: The fund (Limited Partnership) — reports 1,000,000 sh
Filer 2: The fund's GP (LLC) — reports 1,000,000 sh
Filer 3: The investment manager / adviser — reports 1,000,000 sh
Filer 4: The CEO / managing member (individual) — reports 1,000,000 sh
```
All four are filing the same SC 13D as a "group". The cover page of
each filing reports the same 1,000,000 shares. Naive sum = 4,000,000;
true position = 1,000,000.
### Form 4 transaction filings
When an executive transacts through a trust, an LLC, or a family
office, multiple Form 4s may be filed for the same transaction:
- One by the executive
- One by the trus