Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
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Securities Anomalies

SEC/DOJ Heuristics

2,022 documents, 3 sources, 594.0MB, 19982026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, financial-fraud, investment-adviser-fraud, broker-dealer-fraud, pre-ipo-fraud contains 2,022 documents clear
SEC 1,847 docs
SEC Litigation Releases / complaint 384 | 2000–2026 | 328.3MB
SEC Litigation Releases / judgment 42 | 2003–2026 | 25.4MB
SEC Litigation Releases / litigation release 1,025 | 1998–2026 | 65.6MB
SEC Press Releases / complaint 120 | 2007–2025 | 139.0MB
SEC Press Releases / press release 276 | 1998–2025 | 12.1MB
DOJ 175 docs
DOJ SDNY / indictment 6 | 2013–2024 | 3.7MB
DOJ SDNY / press release 169 | 2013–2026 | 19.9MB
build b23a6a8 · corpus snapshot pinned to this build