arXiv:2412.03963cs.HCcs.AI2024-12被引 5

AI让创意工作更易上手,却让专业经验贬值,反而拉大认知差距。

Augmenting Minds or Automating Skills: The Differential Role of Human Capital in Generative AI's Impact on Creative Tasks

  • 通过实验发现AI提升通用认知能力的作用,弱化了专业技能价值。
  • 在短篇小说和作曲中,高学历者产出质量更高,专家优势被削弱。
  • 适合关注人机协作、职场公平与创造力重塑的研究者和管理者阅读。

生成式AI正快速改变创意工作,引发关于受益群体与社会影响的关键问题。本研究通过两项随机对照实验(闪小说写作与歌曲创作),挑战了主流假设:尽管AI降低了创意工具的使用门槛,却同时加剧了认知不平等。研究发现,AI增强了通用人力资本(认知能力与教育背景)的效能,促进适应性与创意整合,但削弱了领域特定专业知识的价值。本文提出融合人力资本理论与自动化-增强视角的新框架,揭示了创意优势从专业经验向更广泛认知适应力转移的机制。与‘AI是万能平权工具’的观点相反,本研究指出其可能加剧技能估值差异,重塑职场层级,重新定义人工智能时代的创造力。研究深化了人力资本与自动化理论,并为组织应对劳动力不平等提供实践指导。

原文摘要 · Abstract (English)

Generative AI is rapidly reshaping creative work, raising critical questions about its beneficiaries and societal implications. This study challenges prevailing assumptions by exploring how generative AI interacts with diverse forms of human capital in creative tasks. Through two random controlled experiments in flash fiction writing and song composition, we uncover a paradox: while AI democratizes access to creative tools, it simultaneously amplifies cognitive inequalities. Our findings reveal that AI enhances general human capital (cognitive abilities and education) by facilitating adaptability and idea integration but diminishes the value of domain-specific expertise. We introduce a novel theoretical framework that merges human capital theory with the automation-augmentation perspective, offering a nuanced understanding of human-AI collaboration. This framework elucidates how AI shifts the locus of creative advantage from specialized expertise to broader cognitive adaptability. Contrary to the notion of AI as a universal equalizer, our work highlights its potential to exacerbate disparities in skill valuation, reshaping workplace hierarchies and redefining the nature of creativity in the AI era. These insights advance theories of human capital and automation while providing actionable guidance for organizations navigating AI integration amidst workforce inequalities.

人机协作创意劳动人力资本

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