In intelligence collection, a low signal-to-noise ratio indicates that critical intelligence (signal) is being obscured by high volumes of “chatter,” propaganda, or irrelevant data (noise). Analysts prioritize high-fidelity collection methods to isolate actionable signals from the noise of open-source environments.