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%
Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
Cyber Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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Securities Anomalies

SEC/DOJ Heuristics

1,248 documents, 3 sources, 366.4MB, 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, investment-adviser-fraud, broker-dealer-fraud, affinity-fraud, cyber-fraud contains 1,248 documents clear
SEC 1,159 docs
SEC Litigation Releases / complaint 235 | 1990–2026 | 181.5MB
SEC Litigation Releases / judgment 45 | 2003–2026 | 23.7MB
SEC Litigation Releases / litigation release 638 | 1998–2026 | 41.0MB
SEC Press Releases / complaint 71 | 2004–2022 | 97.2MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 168 | 1998–2025 | 7.6MB
DOJ 89 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 4 | 2013–2023 | 2.4MB
DOJ SDNY / press release 84 | 2013–2026 | 9.9MB
build b23a6a8 · corpus snapshot pinned to this build