Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
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%
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Securities Anomalies

SEC/DOJ Heuristics

1,176 documents, 3 sources, 350.9MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: financial-fraud, investment-adviser-fraud, pre-ipo-fraud, crypto-securities, affinity-fraud contains 1,176 documents clear
SEC 1,057 docs
SEC Litigation Releases / complaint 204 | 1990–2026 | 198.4MB
SEC Litigation Releases / judgment 23 | 2003–2026 | 9.1MB
SEC Litigation Releases / litigation release 564 | 1999–2026 | 36.1MB
SEC Press Releases / complaint 66 | 2007–2023 | 81.0MB
SEC Press Releases / press release 200 | 1998–2025 | 9.6MB
DOJ 119 docs
DOJ SDNY / indictment 5 | 2013–2024 | 3.4MB
DOJ SDNY / press release 114 | 2013–2026 | 13.4MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build