The research introduces a structured framework for measuring Claude Code's real-world usage and task outcomes, providing a basis for tracking how the tool's impact evolves as adoption grows.
The finding that non-software occupations achieve success rates within 7 percentage points of software engineering on Claude Code's strictest metric suggests the tool's effectiveness is not limited to developers.