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Measuring DevEx with individual output metrics like lines of code or token consumption undermines developer trust and incentivizes gaming. The 2025 JetBrains survey found 66% of developers do not believe current metrics reflect their contributions. Atlassian's 2025 report showed 63% of developers feel leaders do not understand their pain points.
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