Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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%
Accounting / Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K · NT 10-Q
recall 80% precision 48% + content rule precision 50%
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Securities Anomalies

SEC/DOJ Heuristics

1,549 documents, 3 sources, 439.2MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: accounting-fraud, financial-fraud, broker-dealer-fraud, pre-ipo-fraud, affinity-fraud contains 1,549 documents clear
SEC 1,457 docs
SEC Litigation Releases / complaint 297 | 1990–2026 | 265.6MB
SEC Litigation Releases / judgment 54 | 2011–2026 | 28.8MB
SEC Litigation Releases / litigation release 792 | 1998–2026 | 51.0MB
SEC Press Releases / complaint 83 | 2004–2023 | 69.2MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 229 | 1998–2025 | 10.0MB
DOJ 92 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 2 | 2014–2024 | 1.1MB
DOJ SDNY / press release 89 | 2013–2026 | 10.5MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build