The language in regulatory filings typically changes little from one period to the next. However, when filings have big changes, it may indicate new material information that may have implications for future business outcomes.

Using natural language processing techniques, we constructed a sentiment factor that quantifies changes in the tone and content of company filings, and may be an indicator of future risks facing a company.