로보틱스 엔지니어

컴퓨터 및 수학

AI 노출도

  • 데이터 출처: BLS발행 시점: 2026-08

    매우 높음· 상대

    낮음4단계 상대 범주매우 높음

    직업군 단위 값

    척도 · 모수 · 출처

    4단계 상대 범주 (낮음 / 보통 / 높음 / 매우 높음)

    BLS 고용전망 표의 세부직업 831개 기준. 값은 NEM(전국고용매트릭스) 코드 단위로 부여되므로, 같은 NEM 코드를 쓰는 직업은 같은 밴드를 받습니다

    원천 데이터셋 (XLSX 파일 내려받기)

  • 데이터 출처: Anthropic발행 시점: 2026-03

    0.066

    0.000여기 실린 값의 범위0.745
    척도 · 모수 · 출처

    관측 노출 지수, 발행된 그대로 0–1

    O*NET 과업 매핑 기준

    원천 데이터셋

  • 데이터 출처: ILO발행 시점: 2025

    0.30

    0.09여기 실린 값의 범위0.70

    직업군 단위 값

    척도 · 모수 · 출처

    생성형 AI 노출 지수, 발행된 그대로 0–1

    ISCO-08 직업군 단위 — 같은 코드를 쓰는 직업은 모두 같은 값

    본 사이트 산출이며 ILO가 발행한 수치가 아닙니다. 본 사이트가 ILO 데이터셋에 연결한 직업 1,012개 가운데 이 값 이상인 직업이 67%입니다.

    원천 데이터셋

이 원천이 어떤 종류의 값인가

BLS 범주는 절대 수준이 아니라 상대 순위이며, 1차 측정도 아닙니다. 여러 선행 연구가 매긴 직업별 백분위 순위를 4단계로 묶은 값입니다. 고용·임금 예측도, 도입 확률도 아니며 자동화와 증강을 구분하지 않습니다.

작업별 노출도

노출된 작업만
작업Claude.ai원천값 / 비중 %
엔지니어링 소프트웨어를 사용해 에너지 데이터의 그래픽 표현을 분석·해석하거나 제작한다.

Analyze, interpret, or create graphical representations of energy data, using engineering software.

17-2199

0.133916.6
시스템 성능이나 운영 요구사항을 분석한다.

Analyze system performance or operational requirements.

17-2199

0.06768.4
외부 재원을 확보하거나 다른 회사와 제휴하기 위해 제안서를 작성한다.

Write proposals to secure external funding or to partner with other companies.

17-2199

0.04846.0
시뮬레이션이나 모델링 소프트웨어를 사용해 미세전자기계시스템(MEMS) 소자 설계 후보의 비용·성능·공정 능력 같은 특성을 조사한다.

Investigate characteristics such as cost, performance, or process capability of potential microelectromechanical systems (MEMS) device designs, using simulation or modeling software.

17-2199

0.04415.5
과학·산업·기술 발전을 계속 파악하기 위해 최신 과학 문헌이나 업계 문헌을 읽는다.

Read current scientific or trade literature to stay abreast of scientific, industrial, or technological advances.

17-2199

0.03854.8
엔지니어링 결과나 권고를 전달하기 위해 보고서를 작성하고 발표하거나 프로그램 검토 활동에 참여한다.

Prepare reports, deliver presentations, or participate in program review activities to communicate engineering results or recommendations.

17-2199

0.03854.8
보고서나 연구 제안서를 작성한다.

Write reports or research proposals.

17-2199

0.03544.4
로봇 프로그램을 디버깅한다.

Debug robotics programs.

17-2199

0.02853.5
과학 출판·규제 기관 제출·특허 출원에 쓸 기술 보고서·데이터 요약 문서·연구 논문을 작성한다.

Prepare technical reports, data summary documents, or research articles for scientific publication, regulatory submissions, or patent applications.

17-2199

0.01982.5
검증 활동·테스트 결과나 검증된 시스템을 추적하기 위한 데이터베이스를 생성하고, 데이터를 채우거나 관리한다.

Create, populate, or maintain databases for tracking validation activities, test results, or validated systems.

17-2199

0.01872.3
모든 표면에서 관측 없음 177건 — 원천에 해당 릴리스 행이 없는 태스크입니다. 비중 0은 표시 단계의 구성비이고, 부재는 원천값 칸의 —가 나타냅니다.
실험 특성이나 결과 데이터베이스를 관리한다.

Maintain databases of experiment characteristics or results.

—0
공정 순서나 운전 절차의 변경을 조사하거나 권고하는 연구를 이끈다.

Lead studies to examine or recommend changes in process sequences or operation protocols.

—0
Direct experimental or developmental activities at contracted laboratories.
—0
새로운 기술을 개발하거나 평가하기 위해 화학자나 생물학자와 상의한다.

Consult with chemists or biologists to develop or evaluate novel technologies.

—0
제품 사양서나 안전 자료표·표준 작업 절차·사용자 설명서·적격성 및 검증 보고서를 작성하기 위해 제조나 품질 보증 직원과 협업한다.

Collaborate with manufacturing or quality assurance staff to prepare product specification or safety sheets, standard operating procedures, user manuals, or qualification and validation reports.

—0
실험실의 절차나 생물학적 공정을 상업 규모 제조 생산으로 이전하는 방법론을 개발한다.

Develop methodologies for transferring procedures or biological processes from laboratories to commercial-scale manufacturing production.

—0
제품 수율을 최적화하고 생산 비용을 최소화하는 생산 방법의 규모를 결정하려고, 실험실 규모나 시범 규모의 생산 실험을 설계하거나 총괄한다.

Design or direct bench or pilot production experiments to determine the scale of production methods that optimize product yield and minimize production costs.

—0
Develop recovery processes to separate or purify products from fermentation broths or slurries.
—0
발효·여과나 그 밖의 생물 생산 공정의 문제에 관해 제조 직원에게 조언한다.

Advise manufacturing staff regarding problems with fermentation, filtration, or other bioproduction processes.

—0
Recommend biochemical process formulas, instrumentation, or equipment specifications, based on results of bench or pilot experimentation.
—0
허가나 준수 책임에 관해 생물 규제 당국과 소통한다.

Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

—0
생물 생산 장비·계측기·자재의 설계나 사양에 관해 공급업체와 소통한다.

Communicate with suppliers regarding the design or specifications of bioproduction equipment, instrumentation, or materials.

—0
Design processes to manufacture synthetic molecules for applications such as pharmaceuticals or pesticides.
—0
오염을 줄이고 환경을 보호하거나 폐기물을 처리하는 생물학적 정화 공정을 개발한다.

Develop bioremediation processes to reduce pollution, protect the environment, or treat waste products.

—0
Prepare project plans for biochemical equipment or facility improvements, including time lines, budgetary estimates, or capital spending requests.
—0
Develop alternative processes to produce crude oil, such as extraction from diatoms or thermochemical conversion of manure or other wastes.
—0
Participate in equipment or process validation activities.
—0
Collaborate in the development or delivery of biochemical manufacturing training materials.
—0
Prepare piping or instrumentation diagrams or other schematics for proposed process improvements, using computer-aided design software.
—0
수율 개선이나 공정 편차 감소 기회를 파악하려고 기존 제조 공정을 검토한다.

Review existing manufacturing processes to identify opportunities for yield improvement or reduced process variation.

—0
Develop experiments to determine production methods that minimize pollution or waste.
—0
Review existing biomanufacturing processes to ensure compliance with environmental regulations.
—0
Develop toxicological or environmental testing processes to measure chemical toxicity or environmental impact.
—0
Develop processes or products, such as natural recovery monitoring, in situ capping or treatment, or sediment removal, to treat contamination of subaqueous sediment.
—0
Create simulations or models to predict the impact of environmental factors, such as pollutants, climate change, or environmental remediation efforts.
—0
Design products to measure or monitor airborne pollutants, such as carbon monoxide, nitrogen dioxide, ozone, or particulate matter.
—0
Conduct validation or qualification tests of new or existing processes, equipment, or software in accordance with internal protocols or external standards.
—0
표본 추출·테스트·분석 방법론 같은 검증 연구의 요소를 설계한다.

Design validation study features, such as sampling, testing, or analytical methodologies.

—0
검증 마스터 계획·공정 흐름도·테스트 케이스·표준 운영 절차를 수립한다.

Develop validation master plans, process flow diagrams, test cases, or standard operating procedures.

—0
Prepare validation or performance qualification protocols for new or modified manufacturing processes, systems, or equipment for pharmaceutical, electronics, or other types of production.
—0
시스템이나 프로세스가 검증 기준을 충족했는지 판단하거나 생산 문제의 근본 원인을 파악하기 위해 검증 테스트 데이터를 분석한다.

Analyze validation test data to determine whether systems or processes have met validation criteria or to identify root causes of production problems.

—0
Conduct audits of validation or performance qualification processes to ensure compliance with internal or regulatory requirements.
—0
Direct validation activities, such as protocol creation or testing.
—0
Draw samples of raw materials, or intermediate and finished products for validation testing.
—0
Identify deviations from established product or process standards and provide recommendations for resolving deviations.
—0
검증·적격성 테스트 결과나 절차·프로토콜 검토 결과에 근거해 상세 보고서나 설계 설명서를 작성한다.

Prepare detailed reports or design statements based on results of validation and qualification tests or reviews of procedures and protocols.

—0
Procure or devise automated lab validation test stations or other test fixtures and equipment.
—0
Resolve testing problems by modifying testing methods or revising test objectives and standards.
—0
Study product characteristics or customer requirements and confer with management to determine validation objectives and standards.
—0
Assist in training equipment operators or other staff on validation protocols and standard operating procedures.
—0
Coordinate the implementation or scheduling of validation testing with affected departments and personnel.
—0
Participate in internal or external training programs to maintain knowledge of validation principles, industry trends, or novel technologies.
—0
설계 변경 통지서·회로도·프로토콜 같은 검증·준법 문서를 작성하고 관리하거나 검토한다.

Prepare, maintain, or review validation and compliance documentation, such as engineering change notices, schematics, or protocols.

—0
Maintain validation test equipment.
—0
Plan or conduct validation testing of alternative energy products, such as synthetic jet fuels or energy storage systems, such as fuel cells.
—0
Validate or characterize sustainable or environmentally friendly products, using electronic testing platforms.
—0
Conduct jobsite observations, field inspections, or sub-metering to collect data for energy conservation analyses.
—0
Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.
—0
Consult with construction or renovation clients or other engineers on topics such as Leadership in Energy and Environmental Design (LEED) or Green Buildings.
—0
Manage the development, design, or construction of energy conservation projects to ensure acceptability of budgets and time lines, conformance to federal and state laws, or adherence to approved specifications.
—0
Oversee design or construction aspects related to energy such as energy engineering, energy management, and sustainable design.
—0
Direct the work of contractors or staff in the implementation of energy management projects.
—0
Evaluate construction design information such as detail and assembly drawings, design calculations, system layouts and sketches, or specifications.
—0
Review architectural, mechanical, or electrical plans and specifications to evaluate energy efficiency or determine economic, service, or engineering feasibility.
—0
에너지 사용량·비용이나 절약 조치를 평가하기 위해 에너지 진단을 수행한다.

Conduct energy audits to evaluate energy use, costs, or conservation measures.

—0
Make recommendations regarding energy fuel selection.
—0
공조 시스템·에너지 모델링·데이터 로깅·에너지 관리 제어 시스템·조명이나 자연채광 설계·지속가능 설계·에너지 진단 같은 주제에 관해 고객이나 다른 엔지니어에게 자문을 제공한다.

Provide consultation to clients or other engineers on topics such as climate control systems, energy modeling, data logging, energy management control systems, lighting or daylighting design, sustainable design, and energy auditing.

—0
Review or negotiate energy purchase agreements.
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인력이나 고객에게 에너지 관리 같은 주제를 교육한다.

Train personnel or clients on topics such as energy management.

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건물 자동화 시스템용 에너지 관리 루틴을 작성하거나 설치한다.

Write or install energy management routines for building automation systems.

—0
Apply continuous improvement methods such as lean manufacturing to enhance manufacturing quality, reliability, or cost-effectiveness.
—0
Design layout of equipment or workspaces to achieve maximum efficiency.
—0
Identify opportunities or implement changes to improve products or reduce costs using knowledge of fabrication processes, tooling and production equipment, assembly methods, quality control standards, or product design, materials and parts.
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생산 공정이 원활해지도록 제조 수행 능력·생산 일정이나 그 밖의 정보를 전달한다.

Communicate manufacturing capabilities, production schedules, or other information to facilitate production processes.

—0
Design testing methods and test finished products or process capabilities to establish standards or validate process requirements.
—0
Determine root causes of failures using statistical methods and recommend changes in designs, tolerances, or processing methods.
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새 디자인의 비용·생산 시간·인력 요구사항을 산정한다.

Estimate costs, production times, or staffing requirements for new designs.

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사양과 품질 기준에 따라 제조된 제품을 평가한다.

Evaluate manufactured products according to specifications and quality standards.

—0
Incorporate new methods and processes to improve existing operations.
—0
자재 사용 편차나 병목 같은 운영 문제를 조사하거나 해결한다.

Investigate or resolve operational problems, such as material use variances or bottlenecks.

—0
새로운 제조 공정이나 엔지니어링 절차의 문서를 작성한다.

Prepare documentation for new manufacturing processes or engineering procedures.

—0
Purchase equipment, materials, or parts.
—0
제조 가능성이나 완전성 측면에서 제품 설계를 검토한다.

Review product designs for manufacturability or completeness.

—0
설계·자재·공정과 관련된 신규 또는 기존 제품 문제를 진단한다.

Troubleshoot new or existing product problems involving designs, materials, or processes.

—0
Read current literature, talk with colleagues, participate in educational programs, attend meetings, attend workshops, or participate in professional organizations or conferences to keep abreast of developments in the manufacturing field.
—0
Supervise technicians, technologists, analysts, administrative staff, or other engineers.
—0
Train production personnel in new or existing methods.
—0
지속가능한 제조 공정을 시행하거나 지속가능한 제품을 생산하는 것 같은 지속가능한 제조가 재무에 미치는 영향을 분석한다.

Analyze the financial impacts of sustainable manufacturing such as by implementing sustainable manufacturing processes or manufacturing sustainable products.

—0
Develop sustainable manufacturing technologies to reduce greenhouse gas emissions, minimize raw material use, replace toxic materials with non-toxic materials, replace non-renewable materials with renewable materials, or reduce waste.
—0
Evaluate current or proposed manufacturing processes or practices for environmental sustainability, considering factors such as green house gas emissions, air pollution, water pollution, energy use, or waste creation.
—0
Redesign packaging for manufactured products to minimize raw material use or waste.
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설계 세부 사항이나 인증 테스트 결과를 기록한 엔지니어링 보고서를 발간한다.

Publish engineering reports documenting design details or qualification test results.

—0
Oversee the work of contractors in accordance with project requirements.
—0
Create mechanical design documents for parts, assemblies, or finished products.
—0
기술 프로젝트 파일을 관리한다.

Maintain technical project files.

—0
설계 해결책을 시행하거나 테스트한다.

Implement or test design solutions.

—0
Identify and select materials appropriate for mechatronic system designs.
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Create mechanical models and tolerance analyses to simulate mechatronic design concepts.
—0
Conduct studies to determine the feasibility, costs, or performance benefits of new mechatronic equipment.
—0
Upgrade the design of existing devices by adding mechatronic elements.
—0
Apply mechatronic or automated solutions to the transfer of materials, components, or finished goods.
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Design advanced electronic control systems for mechanical systems.
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Develop electronic, mechanical, or computerized processes to perform tasks in dangerous situations, such as underwater exploration or extraterrestrial mining.
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Design mechatronics components for computer-controlled products, such as cameras, video recorders, automobiles, or airplanes.
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Design or develop automated control systems for environmental applications, such as waste processing, air quality, or water quality systems.
—0
Design self-monitoring mechanical systems, such as gear systems that monitor loading or condition of systems to detect and prevent failures.
—0
생산 효율을 극대화하기 위해 자동화 시스템, 산업 제어 시스템, 시스템 구성 요소를 감시하거나 교정한다.

Monitor or calibrate automated systems, industrial control systems, or system components to maximize efficiency of production.

—0
Manage new product introduction projects to ensure effective deployment of microelectromechanical systems (MEMS) devices or applications.
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미세전자기계시스템(MEMS) 기술이 관련된 엔지니어링 연구나 개발 프로젝트를 계획하거나 일정을 잡는다.

Plan or schedule engineering research or development projects involving microelectromechanical systems (MEMS) technology.

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Develop or implement microelectromechanical systems (MEMS) processing tools, fixtures, gages, dies, molds, or trays.
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성능 사양·교육 매뉴얼·조작 지침 같은 고객용 문서를 작성한다.

Develop customer documentation, such as performance specifications, training manuals, or operating instructions.

—0
Develop or file intellectual property and patent disclosure or application documents related to microelectromechanical systems (MEMS) devices, products, or systems.
—0
Communicate operating characteristics or performance experience to other engineers or designers for training or new product development purposes.
—0
Conduct acceptance tests, vendor-qualification protocols, surveys, audits, corrective-action reviews, or performance monitoring of incoming materials or components to ensure conformance to specifications.
—0
Refine final microelectromechanical systems (MEMS) design to optimize design for target dimensions, physical tolerances, or processing constraints.
—0
Oversee operation of microelectromechanical systems (MEMS) fabrication or assembly equipment, such as handling, singulation, assembly, wire-bonding, soldering, or package sealing.
—0
Evaluate materials, fabrication methods, joining methods, surface treatments, or packaging to ensure acceptable processing, performance, cost, sustainability, or availability.
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Devise microelectromechanical systems (MEMS) production methods, such as integrated circuit fabrication, lithographic electroform modeling, or micromachining.
—0
품질 관리 테스트나 성능 측정을 위한 제품별 테스트 프로토콜·합격 기준값·점검 도구를 개발하거나 검증한다.

Develop or validate product-specific test protocols, acceptance thresholds, or inspection tools for quality control testing or performance measurement.

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Conduct or oversee the conduct of prototype development or microfabrication activities to ensure compliance to specifications and promote effective production processes.
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Conduct analyses addressing issues such as failure, reliability, or yield improvement.
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Validate fabrication processes for microelectromechanical systems (MEMS), using statistical process control implementation, virtual process simulations, data mining, or life testing.
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Conduct harsh environmental testing, accelerated aging, device characterization, or field trials to validate devices, using inspection tools, testing protocols, peripheral instrumentation, or modeling and simulation software.
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Consider environmental issues when proposing product designs involving microelectromechanical systems (MEMS) technology.
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Design or develop industrial air quality microsystems, such as carbon dioxide fixing devices.
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Design or develop sensors to reduce the energy or resource requirements to operate appliances, such as washing machines or dishwashing machines.
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Design sensors or switches that require little or no power to operate for environmental monitoring or industrial metering applications.
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Research or develop emerging microelectromechanical (MEMS) systems to convert nontraditional energy sources into power, such as ambient energy harvesters that convert environmental vibrations into usable energy.
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Design gas lasers, solid state lasers, infrared, or other light emitting or light sensitive devices.
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Develop optical or imaging systems, such as optical imaging products, optical components, image processes, signal process technologies, or optical systems.
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Assist in the transition of photonic prototypes to production.
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Train operators, engineers, or other personnel.
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Select, purchase, set up, operate, or troubleshoot state-of-the-art laser cutting equipment.
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Design laser-machining equipment for purposes such as high speed ablation.
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Develop laser-processed designs, such as laser-cut medical devices.
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Create or maintain photonic design histories.
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Design or develop new crystals for photonics applications.
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Design or redesign optical fibers to minimize energy loss.
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Design photonics products, such as light sources, displays, or photovoltaics to achieve increased energy efficiency.
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Design solar energy photonics or other materials or devices to generate energy.
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Develop photonics sensing or manufacturing technologies to improve the efficiency of manufacturing or related processes.
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Supervise, technologists, technicians, or other engineers.
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로봇을 용접기·제어기, 그 밖의 장비 같은 주변기기와 통합한다.

Integrate robotics with peripherals, such as welders, controllers, or other equipment.

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시스템 장치 목록이나 이벤트 타이밍 도표를 만든다.

Make system device lists or event timing charts.

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로봇 프로그램이나 파라미터의 백업을 생성한다.

Create back-ups of robot programs or parameters.

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신호나 센서 데이터를 처리하거나 해석한다.

Process or interpret signals or sensor data.

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기계 고장이나 예기치 못한 유지보수 문제를 조사한다.

Investigate mechanical failures or unexpected maintenance problems.

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로봇을 설치·교정·조작하거나 유지보수한다.

Install, calibrate, operate, or maintain robots.

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로봇 팔 끝단 공구를 설계한다.

Design end-of-arm tooling.

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행성 탐사차·다중 이동 로봇·재구성 가능 로봇·인간과 기계의 상호작용 같은 로봇 메커니즘·부품·시스템의 실현 가능성·설계·작동·성능에 관한 연구를 수행한다.

Conduct research into the feasibility, design, operation, or performance of robotic mechanisms, components, or systems, such as planetary rovers, multiple mobile robots, reconfigurable robots, or man-machine interactions.

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자동화된 리보핵산(RNA) 분석이나 생산 자재의 분류·이동·적재 같은 고처리량 작업에서 생산량이나 정밀도를 높이도록 자동 로봇 시스템을 설계한다.

Design automated robotic systems to increase production volume or precision in high-throughput operations, such as automated ribonucleic acid (RNA) analysis or sorting, moving, or stacking production materials.

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Build, configure, and test robots.
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실험실 로봇 장비로 분석 검사를 자동화한다.

Automate assays on laboratory robotics.

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사람이 독성 물질이나 위험 물질에 노출되는 것을 최소화하거나 정화 작업의 품질과 속도를 높이도록, 환경 정화 활용을 위한 로봇 시스템을 설계하거나 프로그래밍한다.

Design or program robotics systems for environmental clean-up applications to minimize human exposure to toxic or hazardous materials or to improve the quality or speed of clean-up operations.

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Design robotics applications for manufacturers of green products, such as wind turbines or solar panels to increase production time, eliminate waste, or reduce costs.
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Supervise technologists or technicians engaged in nanotechnology research or production.
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Synthesize, process, or characterize nanomaterials, using advanced tools or techniques.
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Generate high-resolution images or measure force-distance curves, using techniques such as atomic force microscopy.
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Prepare nanotechnology-related invention disclosures or patent applications.
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Develop processes or identify equipment needed for pilot or commercial nanoscale scale production.
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Engineer production processes for specific nanotechnology applications, such as electroplating, nanofabrication, or epoxy.
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3차원 컴퓨터 이용 설계(CAD) 소프트웨어를 활용해 나노 소재·나노 소자·나노 적용 제품·나노 시스템을 설계하거나 엔지니어링한다.

Design or engineer nanomaterials, nanodevices, nano-enabled products, or nanosystems, using three-dimensional computer-aided design (CAD) software.

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Create designs or prototypes for nanosystem applications, such as biomedical delivery systems or atomic force microscopes.
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Design nano-enabled products with reduced toxicity, increased durability, or improved energy efficiency.
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Design nanosystems with components such as nanocatalysts or nanofiltration devices to clean specific pollutants from hazardous waste sites.
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Develop catalysis or other green chemistry methods to synthesize nanomaterials, such as nanotubes, nanocrystals, nanorods, or nanowires.
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Coordinate or supervise the work of suppliers or vendors in the designing, building, or testing of nanosystem devices, such as lenses or probes.
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Design nano-based manufacturing processes to minimize water, chemical, or energy use, as well as to reduce waste production.
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Design nanoparticle catalysts to detect or remove chemical or other pollutants from water, soil, or air.
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Develop green building nanocoatings, such as self-cleaning, anti-stain, depolluting, anti-fogging, anti-icing, antimicrobial, moisture-resistant, or ultraviolet protectant coatings.
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Reengineer nanomaterials to improve biodegradability.
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Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.
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Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.
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Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.
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Write reports to document wind farm collector system test results.
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Oversee the work activities of wind farm consultants or subcontractors.
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Investigate experimental wind turbines or wind turbine technologies for properties such as aerodynamics, production, noise, and load.
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Test wind turbine equipment to determine effects of stress or fatigue.
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Test wind turbine components, using mechanical or electronic testing equipment.
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Provide engineering technical support to designers of prototype wind turbines.
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Perform root cause analysis on wind turbine tower component failures.
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Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.
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Direct balance of plant (BOP) construction, generator installation, testing, commissioning, or supervisory control and data acquisition (SCADA) to ensure compliance with specifications.
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Develop specifications for wind technology components, such as gearboxes, blades, generators, frequency converters, and pad transformers.
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Develop active control algorithms, electronics, software, electromechanical, or electrohydraulic systems for wind turbines.
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Design underground or overhead wind farm collector systems.
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신뢰성, 성능, 사양 준수 여부를 결정하기 위해 풍력 발전 단지나 그 구성 요소의 운전을 분석한다.

Analyze operation of wind farms or wind farm components to determine reliability, performance, and compliance with specifications.

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데이터 출처·라이선스 — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): 상세 고지는 크레딧 및 출처 페이지 참조

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