Accern’s SEC 10K dataset extracts theme-based signals for all US companies from the past 15 years of SEC 10K filings. These signals are the only commercially available dataset constructed using natural language processing techniques, powered by Accern’s TITAN Engine, which is benchmarked as providing industry leading precision. The generated signals can be used as part of a quantitative investment strategy or on a discretionary basis to identify a company’s exposure to themes such as ESG, Corporate Actions and M&A, Company Financials, Product Developments, Legal Actions and Credit Events.