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insider-deduplisted

Use when aggregating beneficial-ownership filings (Schedule 13D, 13G, amendments) or insider transaction filings (Form 3, 4, 5, 144) to compute total insider holdings or insider activity. Defines the joint-filer, group, and shared-voting-power deduplication rules so that a single position is not double-counted across N filers.
jefrnc/quant-llm-skills · ★ 0 · AI & Automation · score 73
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