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美国经济在2025年增长2.2%,但同期月均仅新增约1.5万个岗位、年就业增速仅0.1%,形成了看似“高产出-低招聘”的分化。尽管如此,四季度实际GDP年化增速仅1.4%,且按实际GDP与总工时推算的2025年生产率增速约1.9%,低于约2%的长期均值,也明显不及互联网繁荣期。

产出与就业的缺口未必来自AI本身:自1950年以来,这一缺口在近三分之一年份至少达到2个百分点,而2025年上半年约90%的GDP增长被估计来自数据中心等资本开支。与此一致,剔除投资拉动后的“基础”生产率接近零,同时移民收紧与临时就业下滑通过压缩低生产率岗位,机械性抬高了人均产出指标。

AI扩散在加快但使用强度仍低:美国职场生成式AI使用率从2024年末约30%-31%升至2025年11月的36%-41%,而每日使用者仅约13%,相关工时占比也只从4.1%升至5.7%。单项任务效率提升虽可达12%-40%(更广泛研究多在15%-30%),但综合采用率、强度与任务收益后,对过去一年生产率增速的总贡献仅约0.25-0.5个百分点,且高管每周仅约1.5小时使用、九成看不到可测劳动生产率改善,显示组织重构仍处早期。

The AI productivity boom is not here (yet) image
The AI productivity boom is not here (yet) image
The AI productivity boom is not here (yet) image

America’s economy grew 2.2% in 2025, but employers added only about 15,000 jobs per month on average, equal to just 0.1% annual employment growth, creating an apparent high-output, low-hiring split. Even so, real GDP rose at only a 1.4% annualized pace in Q4, and 2025 productivity growth inferred from real GDP and aggregate hours was about 1.9%, below the roughly 2% long-run norm and well short of the internet-boom era.

The output-employment gap does not necessarily prove an AI surge: since 1950, gaps of at least 2 percentage points have appeared in nearly one-third of years, and an estimated 90% of first-half 2025 GDP growth came from data-center and related capital spending. Consistently, investment-adjusted measures put underlying productivity near zero, while tighter immigration and a fall in temporary work mechanically lift average output per worker by shrinking lower-productivity sectors.

AI adoption is rising, but usage intensity remains limited: workplace generative-AI use increased from roughly 30%-31% in late 2024 to 36%-41% by November 2025, yet only about 13% use it daily and AI-linked work hours rose only from 4.1% to 5.7%. Task-level gains can be large at 12%-40% (with broader evidence often 15%-30%), but combining adoption, intensity, and per-task effects implies only about a 0.25-0.5 percentage-point boost to productivity growth over the past year, and with executives using AI about 1.5 hours weekly and 90% seeing no measurable labor-productivity gain, organizational rewiring still appears early.

Source: The AI productivity boom is not here (yet)

Subtitle: Artificial intelligence is improving fast. Its effect on output, not so much

Dateline: 2月 26, 2026 04:26 上午


2026-02-28 (Saturday) · 37f6b205394d02d44b5724d08c13a3bd9c662017

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