美国1.43亿岗位AI暴露度图谱曝光,AI冲击白领经济：342种职业数据揭示3.7万亿美元工资面临自动化风险核心摘要：Karpathy 使用美国劳工统计局（BLS）的职业数据，对 342 种职业进行评估，并给每个职业一个 AI Exposure Score（AI 暴露度），范围是 0–10。0 表示 AI 几乎无法替代，10 表示 AI 很容易替代或高度自动化。然后他把这些职业按就业人数加权，得出一个结论：美国 1.43 亿个工作岗位的平均 AI 暴露度是 4.9。表面看起来，这个数字很“温和”。似乎意味着 AI 的影响是中性的。但真正重要的是 分布（distribution），而不是平均值。大量白领工作集中在 7–10 的高暴露区间。详细我们一起来看：
近日，一张由前 OpenAI 研究负责人、特斯拉前 AI 总监 Andrej Karpathy 发布的“美国职业 AI 暴露度地图”（AI Exposure of the US Job Market）在互联网再次流传。该项目最初发布于个人网站 karpathy.ai/jobs，但上线不久后即被撤下，目前仍可通过互联网档案（Web Archive）访问。
这项研究基于美国劳工统计局（Bureau of Labor Statistics, BLS）的职业分类数据，对 342种职业按照“AI 暴露度”（AI Exposure）进行评分，并以可视化方式呈现美国就业结构与 AI 自动化潜力之间的关系。评分范围为 0到10，数值越高，表示该职业的任务越容易受到生成式 AI 与自动化技术的影响。
143百万岗位的AI平均暴露度为4.9
根据该项目的数据，美国约 1.43亿个就业岗位的加权平均 AI 暴露度为 4.9。这一数字处于中间水平，表面上似乎意味着 AI 对整体就业结构的冲击相对温和。然而，研究的关键并不在平均值，而在职业之间高度不均衡的分布。
在可视化图中，每个矩形代表一个职业，面积表示就业人数，颜色从绿色到红色表示 AI 暴露程度从低到高。结果显示，大量高薪白领职业集中在橙色和红色区域，而许多需要现实环境操作的职业则位于绿色区域。
换句话说，AI 的影响并不是均匀扩散，而是呈现明显的结构性特征。
“屏幕经济”成为AI冲击最集中的领域
研究结果显示，大量以信息处理为核心的职业处于高暴露区间。例如：
会计与审计人员（Accountants and Auditors）人力资源专员（Human Resources Specialists）市场研究分析师（Market Research Analysts）软件开发工程师（Software Developers）项目经理（Project Managers）客服人员（Customer Service Representatives）行政文员（Secretaries and Administrative Assistants）
这些岗位的 AI 暴露度普遍在 7到9之间。
其共同特征在于，工作内容主要依赖信息处理、文档生成、数据分析和在线沟通，而这些任务正是当前大语言模型与生成式 AI 技术最擅长的领域。
例如，在招聘、客服、财务分析、软件开发等场景中，AI 已经能够承担部分原本由人类完成的任务，包括文档撰写、数据整理、代码生成、客户沟通和流程自动化等。
因此，该研究所揭示的并非单一职业风险，而是所谓 “屏幕经济”（screen-based economy） 的整体暴露度问题。
体力劳动与现实环境工作反而更具“AI护城河”
与之形成鲜明对比的是，一些传统体力劳动或需要现实环境操作的职业在该模型中表现出较低的 AI 暴露度。例如：
建筑工人（Construction Laborers）屋顶工（Roofers）电工（Electricians）家庭护理人员（Home Health Aides）清洁与维护人员（Janitors and Building Cleaners）
这些岗位普遍位于绿色区域，AI 暴露度通常在 1到3之间。
原因在于，虽然生成式 AI 在信息处理领域取得显著进展，但在现实世界复杂环境中的感知、移动和操作能力仍然有限。机器人技术在建筑、护理和维护等场景的普及仍面临成本与技术挑战。
因此，在当前阶段，“身体在场”（physical presence）正在成为新的职业护城河。
3.7万亿美元年薪集中在高暴露岗位
该研究中另一个引发关注的指标是工资结构。
根据估算，美国约有 3.7万亿美元的年薪集中在 AI 暴露度 7分以上的岗位中。这意味着生成式 AI 潜在影响的不仅是少数职业，而是美国经济中相当规模的知识工作群体。
其中包括金融、法律、软件开发、行政管理、人力资源、市场分析等多个关键行业。
这也解释了为何该研究在发布后迅速引发广泛讨论。一些观察人士认为，该项目被撤下可能与数据容易被过度解读有关。AI 暴露度并不等同于岗位消失，而更可能意味着 岗位任务结构的变化。
高暴露与高增长并存的职业悖论
值得注意的是，一些职业在 AI 暴露度评分中虽然较高，但同时仍然属于增长型职业。例如软件开发工程师在该模型中的 AI 暴露度达到 9分，但根据美国劳工统计局预测，该职业未来十年仍将保持较高增长率。
这反映出 AI 技术对就业结构的复杂影响：一方面，AI 可以自动化部分任务；另一方面，AI 也可能创造新的需求，从而扩大整个行业规模。
因此，AI 更可能改变职业内部的任务分配，而非简单地消灭职业本身。
职业结构正在进入重构阶段
从更宏观的角度看，这项研究揭示了一个重要趋势：AI 对就业市场的冲击并非传统意义上的“蓝领替代”，而是首先作用于知识工作体系。
随着生成式 AI 在写作、编程、分析和决策支持领域持续发展，未来许多职业的工作方式可能发生深刻变化。
对于企业而言，这意味着需要重新设计岗位结构与技能体系；对于个人而言，则意味着职业竞争力将越来越依赖于创造力、判断力和复杂沟通能力，而非单纯的信息处理能力。
尽管该项目已经从原始网站撤下，但通过互联网档案保存的数据仍然为观察 AI 与就业结构之间的关系提供了一个重要窗口。
家庭护理人员
2026年03月15日
家庭护理人员
Free immersive online training available for California caregivers加州的护理工作者和家庭照顾者现可通过Front Porch与Embodied Labs合作开发的免费沉浸式在线培训课程，从所照顾人的视角看世界。该培训平台获奖无数，旨在通过第一人称视角体验，包括临终对话、护理转换、阿尔茨海默病、黄斑变性等多种经历，让正式和非正式的护理工作者能够体验并理解他人的视角和条件，这种独特的理解方式是传统培训工具无法提供的。Front Porch承诺将Embodied Labs程序免费提供给500名直接护理工作者和5000名家庭及朋友护理者，通过沉浸式体验，促进更加人性化的护理服务。
Front Porch Center for Innovation and Wellbeing partners with Embodied Labs to provide direct care workers, friends and family caregivers with cutting edge technology
GLENDALE, Calif., Feb. 12, 2024 California caregivers can see the world through the eyes of the people they care for through a free immersive online training developed by Embodied Labs, in partnership with Front Porch and the Front Porch Center for Innovation and Wellbeing (FPCIW).
The award-winning caregiver training platform is available for paid care workers, as well as for family or friend caregivers of older adults in California. The online program gives users a first-person perspective, allowing viewers to embody a variety of experiences including end-of-life conversations, transitions of care, Alzheimer's disease, macular degeneration and more.
FPCIW is partnering as a Center of Excellence with Embodied Labs, a CalGrows Innovation Fund Award Winner, to offer free training to direct care workers and friends/family caregivers in California. "Front Porch is committed to sharing the Embodied Labs program for free to 500 direct care workers and 5,000 family and friend caregivers throughout California as well as to its community caregiver staff, residents and their loved ones," says Davis Park, vice president of FPCIW. "Through immersive experiences, formal and informal caregivers can embody the perspectives and conditions of other people, gaining a unique understanding not found in traditional training tools."
Direct care workers, including home care aides, care coordinators or care managers, dementia care specialists, non-IHSS affiliated personal care assistants, activities coordinators, transportation providers, community health workers, and certified nursing assistants, can experience a VR or a desktop computer web-immersive experience.
Friends and family caregivers can access short videos on their computers that allow participants to experience a 360-view from the perspective of an adult needing care. All content is available in both English and Spanish.
More information on the program, including links to register, is available at the Center's website.
"Embodied Labs is using the power of VR and immersive storytelling to help caregivers, family members, staff, and students see the world through the eyes of the people they care for and care about," said Kari Olson, president of FPCIW. "We are thrilled to expand access to this innovative training platform particularly because of the dynamic way it can bring people together and improve lives."
Over 30 million Americans provided unpaid caregiving to older adults in the past year, according to the Family Caregiver Alliance. "Embodied Labs is positioned to support these heroes by providing caregiver training and tools that build empathy and understanding," says Park.
"Our vision is to offer a deeper understanding of the perspectives and health conditions lived by others, through our shared immersive training experiences," says Carrie Shaw, founder and CEO of Embodied Labs. "By expanding our technology offering through our online platform, we can reach more people, and further build that bridge to understanding more effectively and empowering more humanistic care."
About the Front Porch Center for Innovation and Wellbeing
The Front Porch Center for Innovation and Wellbeing (FPCIW) is part of Front Porch, a dynamic not-for-profit organization, dedicated to empowering individuals to live connected and fulfilled lives through community and innovation. FPCIW pilots innovative solutions to solve real-world problems and meet the needs of older adults in collaboration with innovative partner organizations. Learn more at https://fpciw.org/.
About Embodied Labs
Headquartered in Los Angeles, California, Embodied Labs is the leader in immersive training for healthier aging. In use by a range of organizations in senior living, home care, government, academia and corporations, the training labs include: The Frank Lab (social isolation); The Beatriz Lab (Alzheimer's Disease); The Alfred Lab (Macular Degeneration and High Frequency Hearing Loss); The Clay Lab (End of Life Conversations); The Dima Lab (Lewy Body Dementia and Parkinson's Disease) and The Eden Lab (Trans Health & LGBT Aging).For more information, please visit www.embodiedlabs.com.
Media Contact: Laura Darling, VP of CommunicationsFront Porch Communities and Servicesldarling@frontporch.net 818-482-7597
SOURCE Front Porch
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