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%
Cyber Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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Securities Anomalies

SEC/DOJ Heuristics

1,919 documents, 3 sources, 584.6MB, 19902026. 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, investment-adviser-fraud, affinity-fraud, cyber-fraud contains 1,919 documents clear
SEC 1,813 docs
SEC Litigation Releases / complaint 302 | 1990–2026 | 304.8MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 38 | 2003–2026 | 20.6MB
SEC Litigation Releases / litigation release 1,063 | 1997–2026 | 68.3MB
SEC Press Releases / complaint 108 | 2007–2024 | 162.7MB
SEC Press Releases / press release 301 | 1998–2024 | 13.0MB
DOJ 106 docs
DOJ SDNY / indictment 4 | 2013–2024 | 2.9MB
DOJ SDNY / press release 102 | 2013–2026 | 12.0MB
build b23a6a8 · corpus snapshot pinned to this build