Insider Trading & Regulation
A regulatory framework that establishes insider-trading liability when a person trades securities while in breach of a duty owed to the source of material nonpublic information, rather than to the issuer or shareholders.
Misappropriation theory, codified in SEC Rule 10b5-2, expands insider-trading liability beyond classical insiders (officers, directors, employees) to cover brokers, consultants, lawyers, and other fiduciaries who access confidential information. The theory pivots on whether the trader owed a fiduciary or similar duty to the source of the information, not to the corporation whose securities are traded. A quantitative insider-regulation platform must flag trades by persons with access to material nonpublic information through relationships of trust, such as investment bankers preparing merger announcements, journalists with advance knowledge, or family members of executives. Detection requires mapping relationship networks, transaction timing anomalies relative to information release, and profit realization patterns that correlate with sensitive corporate events.
In quant-scoring contexts, misappropriation risk surfaces through relationship graphs, employment histories, board interlocks, and legal engagement timelines. A scorer must weight the proximity of a trader to information sources, the temporal clustering of trades before corporate announcements, and whether profits realised exceed market-neutral benchmarks. The SEC and DOJ have prosecuted misappropriation cases involving hedge fund analysts trading on information from corporate gatekeepers, consultants with M&A visibility, and temporary insiders who accessed confidential pitch books. Evidence of duty breach hinges on communications records, nondisclosure agreements, confidentiality protocols violated, and post-trade profit extraction relative to announcement volatility.