Anthropic study shows non-programmers match software engineers in code writing with Claude Code
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Anthropic’s latest study shows that non-programmers using Claude Code now achieve success rates within 7% of those of professional coders. Interest rates and funding rates remain stable across the broader market. Based on 400,000 conversations, domain knowledge and task management proved more critical than coding skills. Non-programmers used the tool for an average of 20 hours per week, with managers outperforming coders in some cases. Sessions involving industry expertise averaged 3,200 words and 12 actions—five times more than those of beginners. Debugging decreased from 33% to 19% over seven months, while deployment and data analysis both doubled.
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