Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
Pump-and-Dump methodology →
EDGAR forms: S-8 · S-1 · 424B · 8-K · 4 · SC 13D/G · Form 10 · 15-12G
recall 69% precision 12% + content rule precision 50%
Obstruction of Justice methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
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Securities Anomalies

SEC/DOJ Heuristics

1,949 documents, 3 sources, 564.9MB, 19972026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: pump-and-dump, financial-fraud, broker-dealer-fraud, pre-ipo-fraud, obstruction contains 1,949 documents clear
SEC 1,863 docs
SEC Litigation Releases / complaint 327 | 2000–2026 | 309.7MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 55 | 2011–2026 | 39.7MB
SEC Litigation Releases / litigation release 1,077 | 1997–2026 | 69.2MB
SEC Press Releases / complaint 102 | 2007–2024 | 121.3MB
SEC Press Releases / press release 301 | 1998–2025 | 13.6MB
DOJ 86 docs
DOJ SDNY / indictment 2 | 2014–2024 | 1.1MB
DOJ SDNY / press release 84 | 2013–2026 | 9.9MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build