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社会影響分析arXiv:2610.24267

ロボティクスは仕事にどれほど影響するか:職業・産業・地域別の曝露指標

How exposed is work to robotics? Occupational, industry, and geographic measures

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ロボティクスとフィジカルAIの能力分類を構築し、LLMで職業能力との関連度を評価して、職業・産業・地域別のロボティクス曝露指標を初めて作成した研究。

著者: Sebastian Sartor, Robert Seamans, Neil Thompson

分類: cs.RO, cs.CY, econ.GN

原文アブストラクト

Exposure indices that map technical capabilities onto occupational abilities have become a standard tool for anticipating how AI may reshape work, but existing measures either cover software AI or proxy robotics through patents and installation data that reflect the industrial robots of past decades. We construct the first abilities-based exposure measures for robotics and physical AI, and the first to span occupations, industries, and geographies. Following the framework of Felten et al. (2018, 2021), we build a robotics capability taxonomy of 16 capabilities in eight domains from 78 academic, industry, and standards sources, use a large language model to score the relatedness of each capability to the 52 ONET work abilities, and aggregate to Robotics Occupational Exposure (ROE) for 774 occupations, Robotics Industry Exposure (RIE) for 250 NAICS industries, and county-level Robotics Geographic Exposure (RGE). We find that robotics exposure concentrates in physically intensive work such as construction, farming, transportation, and production, and in industries such as logging, mining, trucking, and warehousing. Unlike generative-AI exposure, ROE is higher in occupations with lower wages, lower education requirements, and less creative-ability content. Physical collaboration and assistance, terrain-based locomotion, grasping and handling, and task and functional reasoning move the exposure ranking most, yet no single capability carries the index. Because the measures capture technical relatedness rather than readiness, cost, or adoption, they should be read as an upper bound on where physical automation could affect work.

PR本紙発行元 EmplifAI