機械工学者

生命・物理・社会科学

AI露出度

  • データ出典: BLS公表時点: 2026-08

    非常に高い· 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: 2026-03

    0.081

    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: 2025

    0.32

    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64%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 %
Write, review, or maintain engineering documentation.

17-2141

0.076949.5
Develop calibration methodologies, test methodologies, or tools.

17-2141

0.024816.0
Prepare or present technical or project status reports.

17-2141

0.01328.5
Research and analyze customer design proposals, specifications, manuals, or other data to evaluate the feasibility, cost, or maintenance requirements of designs or applications.

17-2141

0.00785.0
Provide technical customer service.

17-2141

0.00684.4
Write technical reports or proposals related to engineering projects.

17-2141

0.00593.8
Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.

17-2141

0.00392.5
Recommend design modifications to eliminate machine or system malfunctions.

17-2141

0.00362.4
Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions.

17-2141

0.00301.9
Study industrial processes to maximize the efficiency of equipment applications, including equipment placement.

17-2141

0.00271.8
Not observed on any surface — 66 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.
Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information.
—0
Provide feedback to design engineers on customer problems or needs.
—0
Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications.
—0
Conduct research that tests or analyzes the feasibility, design, operation, or performance of equipment, components, or systems.
—0
Develop, coordinate, or monitor all aspects of production, including selection of manufacturing methods, fabrication, or operation of product designs.
—0
Design test control apparatus or equipment or develop procedures for testing products.
—0
Research, design, evaluate, install, operate, or maintain mechanical products, equipment, systems or processes to meet requirements.
—0
Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.
—0
Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations.
—0
Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.
—0
Estimate costs or submit bids for engineering, construction, or extraction projects.
—0
Establish or coordinate the maintenance or safety procedures, service schedule, or supply of materials required to maintain machines or equipment in the prescribed condition.
—0
Write performance requirements for product development or engineering projects.
—0
Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering.
—0
Calculate energy losses for buildings, using equipment such as computers, combustion analyzers, or pressure gauges.
—0
Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency.
—0
Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems.
—0
Evaluate mechanical designs or prototypes for energy performance or environmental impact.
—0
Recommend the use of utility or energy services that minimize carbon footprints.
—0
Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution.
—0
Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers.
—0
Solicit new business.
—0
Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new technology or competitive products.
—0
Validate design of fuel cells, fuel cell components, or fuel cell systems.
—0
Simulate or model fuel cell, motor, or other system information, using simulation software programs.
—0
Recommend or implement changes to fuel cell system designs.
—0
Provide technical consultation or direction related to the development or production of fuel cell systems.
—0
Plan or conduct experiments to validate new materials, optimize startup protocols, reduce conditioning time, or examine contaminant tolerance.
—0
Fabricate prototypes of fuel cell components, assemblies, stacks, or systems.
—0
Develop fuel cell materials or fuel cell test equipment.
—0
Conduct post-service or failure analyses, using electromechanical diagnostic principles or procedures.
—0
Design or implement fuel cell testing or development programs.
—0
Characterize component or fuel cell performances by generating operating maps, defining operating conditions, identifying design refinements, or executing durability assessments.
—0
Calculate the efficiency or power output of a fuel cell system or process.
—0
Analyze fuel cell or related test data, using statistical software.
—0
Design fuel cell systems, subsystems, stacks, assemblies, or components, such as electric traction motors or power electronics.
—0
Prepare test stations, instrumentation, or data acquisition systems for use in specific tests of fuel cell components or systems.
—0
Plan or implement fuel cell cost reduction or product improvement projects in collaboration with other engineers, suppliers, support personnel, or customers.
—0
Conduct fuel cell testing projects, using fuel cell test stations, analytical instruments, or electrochemical diagnostics, such as cyclic voltammetry or impedance spectroscopy.
—0
Define specifications for fuel cell materials.
—0
Develop or evaluate systems or methods of hydrogen storage for fuel cell applications.
—0
Evaluate the power output, system cost, or environmental impact of new hydrogen or non-hydrogen fuel cell system designs.
—0
Integrate electric drive subsystems with other vehicle systems to optimize performance or mitigate faults.
—0
Identify or define vehicle and system integration challenges for fuel cell vehicles.
—0
Coordinate fuel cell engineering or test schedules with departments outside engineering, such as manufacturing.
—0
Authorize release of fuel cell parts, components, or subsystems for production.
—0
Manage fuel cell battery hybrid system architecture, including sizing of components, such as fuel cells, energy storage units, or electric drives.
—0
Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new automotive technology or competitive products.
—0
Establish production or quality control standards.
—0
Conduct research studies to develop new concepts in the field of automotive engineering.
—0
Coordinate production activities with other functional units, such as procurement, maintenance, or quality control.
—0
Provide technical direction to other engineers or engineering support personnel.
—0
Perform failure, variation, or root cause analyses.
—0
Develop or integrate control feature requirements.
—0
Develop engineering specifications or cost estimates for automotive design concepts.
—0
Conduct automotive design reviews.
—0
Calibrate vehicle systems, including control algorithms or other software systems.
—0
Build models for algorithm or control feature verification testing.
—0
Alter or modify designs to obtain specified functional or operational performance.
—0
Design or analyze automobile systems in areas such as aerodynamics, alternate fuels, ergonomics, hybrid power, brakes, transmissions, steering, calibration, safety, or diagnostics.
—0
Conduct or direct system-level automotive testing.
—0
Design control systems or algorithms for purposes such as automotive energy management, emissions management, or increased operational safety or performance.
—0
Create design alternatives for vehicle components, such as camless or dual-clutch engines or alternative air-conditioning systems, to increase fuel efficiency.
—0
Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency.
—0
Develop specifications for vehicles powered by alternative fuels or alternative power methods.
—0
Design vehicles for increased recyclability or use of natural, renewable, or recycled materials in vehicle construction.
—0

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

職業情報