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AIが仕事の世界をどう変えているか、データドリブンなインサイト。

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このコンテンツはAIによって翻訳されています。相違がある場合は英語版が優先されます。

独立プロジェクト — Anthropic、BLS、またはその他の参照機関との提携・推薦関係はありません。データにはAI生成の分析と推定予測が含まれており、正確性を保証するものではありません。専門的なアドバイスではありません。

本サイトの数値は外部研究から転載したものです。AI 露出度指標は Anthropic Economic Index、OpenAI "GPTs are GPTs" exposure rubric、ILO Working Paper 140、BLS AI exposure categories から、ロボット露出度の数値は Russell Legate-Yang and Maxim Massenkoff, "What work can robots do?" (Anthropic, 2026) から、雇用者数・賃金・予測変化率は米国労働統計局の雇用見通しから取得しています。AI Changing Work は職業コードの対応づけを担当します。方法論ページをご覧ください。

職業マスター

Laborers and Freight, Stock, and Material Movers, Hand

Recycling and Reclamation Workers

Stockers and Order Fillers

Heavy and Tractor-Trailer Truck Drivers

Light Truck Drivers

Industrial Truck and Tractor Operators

Packers and Packagers, Hand

Driver/Sales Workers

Cleaners of Vehicles and Equipment

Bus Drivers, School

Shuttle Drivers and Chauffeurs

Taxi Drivers

Bus Drivers, Transit and Intercity

Refuse and Recyclable Material Collectors

Parking Attendants

Flight Attendants

Airline Pilots, Copilots, and Flight Engineers

Automotive and Watercraft Service Attendants

Motor Vehicle Operators, All Other

Commercial Pilots

Crane and Tower Operators

Machine Feeders and Offbearers

Captains, Mates, and Pilots of Water Vessels

Railroad Conductors and Yardmasters

Sailors and Marine Oilers

Aircraft Service Attendants

Conveyor Operators and Tenders

Material Moving Workers, All Other

Locomotive Engineers

Passenger Attendants

Transportation Inspectors

Aviation Inspectors

Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation

Air Traffic Controllers

Wellhead Pumpers

Airfield Operations Specialists

Ambulance Drivers and Attendants, Except Emergency Medical Technicians

Transportation Workers, All Other

Tank Car, Truck, and Ship Loaders

Railroad Brake, Signal, and Switch Operators and Locomotive Firers

Subway and Streetcar Operators

Pump Operators, Except Wellhead Pumpers

Aircraft Cargo Handling Supervisors

Ship Engineers

Traffic Technicians

Rail Yard Engineers, Dinkey Operators, and Hostlers

Gas Compressor and Gas Pumping Station Operators

Hoist and Winch Operators

Bridge and Lock Tenders

Motorboat Operators

Dredge Operators

Rail Transportation Workers, All Other

First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand

Recycling Coordinators

First-Line Supervisors of Material-Moving Machine and Vehicle Operators

First-Line Supervisors of Passenger Attendants

First-Line Supervisors of Transportation Workers, All Other