This conversation explores an article titled "AI Shaming in Organizations: When Technology Adoption Threatens Professional Identity," which appears to be published in the Human Capital Leadership Review. The article introduces the concept of "AI shaming," detailing how workers systematically reduce their reliance on AI recommendations when that usage is visible to evaluators, fearing it signals a lack of competence or independent judgment. Drawing on field-experimental evidence, the author explains that this social image concern leads to performance declines and billions in unrealized productivity gains across various industries. The majority of the text discusses the organizational and individual consequences of this stigma and synthesizes numerous evidence-based organizational responses, including structural changes, procedural justice, and psychological contract recalibration, to encourage effective human-AI collaboration.

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