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%
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%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
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Securities Anomalies

SEC/DOJ Heuristics

2,436 documents, 3 sources, 725.5MB, 19982026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, accounting-fraud, financial-fraud, investment-adviser-fraud, broker-dealer-fraud contains 2,436 documents clear
SEC 2,253 docs
SEC Litigation Releases / complaint 475 | 1998–2026 | 414.0MB
SEC Litigation Releases / judgment 58 | 2003–2026 | 26.4MB
SEC Litigation Releases / litigation release 1,249 | 1998–2026 | 80.2MB
SEC Press Releases / complaint 153 | 2004–2025 | 164.4MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 316 | 1998–2025 | 13.1MB
DOJ 183 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 6 | 2013–2024 | 3.7MB
DOJ SDNY / press release 176 | 2013–2026 | 20.8MB
build b23a6a8 · corpus snapshot pinned to this build