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輸送・資材運搬

AI露出度

  • データ出典: BLS公表時点: '26.08

    中程度· 相対

    低い4段階の相対区分非常に高い

    職業群単位の値

    尺度・母数・出典

    4段階の相対区分(低い / 中程度 / 高い / 非常に高い)

    BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります

    出典データセット(XLSX ファイルのダウンロード)

  • データ出典: Anthropic公表時点: '26.03

    0.000

    0.000ここに掲載された値の範囲0.745
    尺度・母数・出典

    観測エクスポージャー指数、公開されたまま0–1

    O*NETタスクへの対応づけが基準

    出典データセット

  • データ出典: ILO公表時点: '25

    0.24

    0.09ここに掲載された値の範囲0.70

    職業群単位の値

    尺度・母数・出典

    生成AI露出度指数、公開されたまま0–1

    ISCO-08の職業小分類単位 — 同じコードの職業はすべて同じ値

    当サイトの算出であり、ILOが公表した数値ではありません。当サイトがILOデータセットに結び付けた職業1,012件のうち、この値以上のものは79%です。

    出典データセット

この出典がどのような性格の値か

BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。

Task-level exposure

露出のある作業のみ
TaskClaude.aiRaw / share %APIRaw / share %
Plan or adjust routes based on changing conditions, using computer equipment, global positioning systems (GPS) equipment, or other navigation devices to minimize fuel consumption and carbon emissions.

53-3032

0.006255.40.002660.5
Read and interpret maps to determine vehicle routes.

53-3032

0.005044.60
Read bills of lading to determine assignment details.
00.001739.5
Not observed on any surface — 28 task(s) These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states.
Follow appropriate safety procedures for transporting dangerous goods.
00
Check vehicles to ensure that mechanical, safety, and emergency equipment is in good working order.
00
Maintain logs of working hours or of vehicle service or repair status, following applicable state and federal regulations.
00
Obtain receipts or signatures for delivered goods and collect payment for services when required.
00
Maneuver trucks into loading or unloading positions, following signals from loading crew and checking that vehicle and loading equipment are properly positioned.
00
Drive trucks with capacities greater than 3 tons, including tractor-trailer combinations, to transport and deliver products, livestock, or other materials.
00
Secure cargo for transport, using ropes, blocks, chain, binders, or covers.
00
Report vehicle defects, accidents, traffic violations, or damage to the vehicles.
00
Couple or uncouple trailers by changing trailer jack positions, connecting or disconnecting air or electrical lines, or manipulating fifth-wheel locks.
00
Collect delivery instructions from appropriate sources, verifying instructions and routes.
00
Check conditions of trailers after contents have been unloaded to ensure that there has been no damage.
00
Crank trailer landing gear up or down to safely secure vehicles.
00
Perform basic vehicle maintenance tasks, such as adding oil, fuel, or radiator fluid or performing minor repairs.
00
Remove debris from loaded trailers.
00
Inspect loads to ensure that cargo is secure.
00
Check all load-related documentation for completeness and accuracy.
00
Drive trucks to weigh stations before and after loading and along routes in compliance with state regulations.
00
Operate equipment, such as truck cab computers, CB radios, phones, or global positioning systems (GPS) equipment to exchange necessary information with bases, supervisors, or other drivers.
00
Load or unload trucks or help others with loading or unloading, using special loading-related equipment or other equipment as necessary.
00
Inventory and inspect goods to be moved to determine quantities and conditions.
00
Follow special cargo-related procedures, such as checking refrigeration systems for frozen foods or providing food or water for livestock.
00
Give directions to laborers who are packing goods and moving them onto trailers.
00
Install or remove special equipment, such as tire chains, grader blades, plow blades, or sanders.
00
Perform emergency roadside repairs, such as changing tires or installing light bulbs, tire chains, or spark plugs.
00
Operate trucks equipped with snowplows or sander attachments to maintain roads in winter weather.
00
Drive electric or hybrid-electric powered trucks or alternative fuel-powered trucks to transport and deliver products, livestock, or other materials.
00
Operate idle reduction systems or auxiliary power systems to generate power from alternative sources, such as fuel cells, to reduce idling time, to heat or cool truck cabins, or to provide power for other equipment.
00
Wrap and secure goods using pads, packing paper, containers, or straps.
00

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

Occupation information

この職業に関わる最近の変化

2026年4月: Transportation sector saw 32,241 Q1 2026 cuts — 703% increase YoY. Autonomous vehicle testing and AI logistics optimization driving displacement. AI was #1 March cut reason.

[出典: Challenger March 2026]

2026年3月: Challenger: transportation sector 31,702 cuts YTD (+872% YoY), largest sectoral increase in 2026.

[出典: Challenger Gray Feb 2026 Report]