যন্ত্র প্রকৌশলী
জীবন, ভৌত ও সামাজিক বিজ্ঞানAI এক্সপোজার
- ডেটার উৎস: BLSপ্রকাশকাল: 2026-08
অত্যন্ত উচ্চ· আপেক্ষিক
কমচারটি আপেক্ষিক স্তরঅত্যন্ত উচ্চপেশা-গোষ্ঠী পর্যায়ের মান
স্কেল, ভিত্তি ও উৎস
চারটি আপেক্ষিক স্তর (কম / মাঝারি / উচ্চ / অত্যন্ত উচ্চ)
BLS কর্মসংস্থান পূর্বাভাস সারণির 831টি বিস্তারিত পেশার ভিত্তিতে। মান NEM (ন্যাশনাল এমপ্লয়মেন্ট ম্যাট্রিক্স) কোড অনুযায়ী দেওয়া হয়, তাই একই NEM কোডের পেশাগুলি একই ব্যান্ড পায়
- ডেটার উৎস: Anthropicপ্রকাশকাল: 2026-03
0.081
0.000এখানে থাকা মানগুলোর পরিসর0.745স্কেল, ভিত্তি ও উৎস
- ডেটার উৎস: ILOপ্রকাশকাল: 2025
0.32
0.09এখানে থাকা মানগুলোর পরিসর0.70পেশা-গোষ্ঠী পর্যায়ের মান
স্কেল, ভিত্তি ও উৎস
জেনারেটিভ AI এক্সপোজার সূচক, প্রকাশিত রূপে 0–1
ISCO-08 ইউনিট গ্রুপ — একই কোডের সব পেশা এই মানই পায়
এটি এই সাইটের হিসাব, ILO-এর প্রকাশিত সংখ্যা নয়: এই সাইট ILO ডেটাসেটের সঙ্গে যুক্ত করা ১,০১২টি পেশার মধ্যে 64% এই মানের সমান বা তার বেশি।
এই উৎস কী ধরনের মান প্রকাশ করে
BLS-এর শ্রেণিবিভাগ একটি আপেক্ষিক র্যাঙ্ক, পরম মাত্রা নয়, এবং এটি সরাসরি পরিমাপও নয়: এটি কয়েকটি প্রকাশিত গবেষণায় পাওয়া পেশার পার্সেন্টাইল র্যাঙ্কগুলিকে চারটি স্তরে ভাগ করে। এটি কর্মসংস্থান বা মজুরির পূর্বাভাস নয়, গ্রহণের সম্ভাবনাও নয়, এবং এটি স্বয়ংক্রিয়তা ও সম্প্রসারণের মধ্যে পার্থক্য করে না।
Task-level exposure
শুধু এক্সপোজার থাকা কাজ| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Provide technical direction to other engineers or engineering support personnel.17-2141 | 0.220043.1 | 0.040017.4 |
Provide technical customer service.17-2141 | 0.190037.3 | 0.030013.0 |
Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions.17-2141 | 0.03005.9 | 0.100043.5 |
Develop or implement operating methods or procedures.17-2141 | 0.03005.9 | 0.02008.7 |
Prepare or present technical or project status reports.17-2141 | 0.01002.0 | 0.01004.3 |
Recommend design modifications to eliminate machine or system malfunctions.17-2141 | 0.01002.0 | 0.00000.0 |
Write performance requirements for product development or engineering projects.17-2141 | 0.01002.0 | 0.00000.0 |
Develop or test models of alternate designs or processing methods to assess feasibility, sustainability, operating condition effects, potential new applications, or necessity of modification.17-2141 | 0.01002.0 | 0.00000.0 |
Write, review, or maintain engineering documentation.17-2141 | 0.00000.0 | 0.01004.3 |
Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.17-2141 | 0.00000.0 | 0.00000.0 |
Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information.17-2141 | 0.00000.0 | 0.00000.0 |
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 | 0.00000.0 | 0.00000.0 |
Provide feedback to design engineers on customer problems or needs.17-2141 | 0.00000.0 | 0.00000.0 |
Establish production or quality control standards.17-2141 | 0.00000.0 | 0.00000.0 |
Develop or integrate control feature requirements.17-2141 | 0.00000.0 | 0.00000.0 |
Develop calibration methodologies, test methodologies, or tools.17-2141 | 0.00000.0 | 0.00000.0 |
Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering.17-2141 | 0.00000.0 | —0 |
Write technical reports or proposals related to engineering projects.17-2141 | 0.00000.0 | —0 |
Provide technical consultation or direction related to the development or production of fuel cell systems.17-2141 | 0.00000.0 | —0 |
Develop engineering specifications or cost estimates for automotive design concepts.17-2141 | 0.00000.0 | —0 |
Build models for algorithm or control feature verification testing.17-2141 | 0.00000.0 | —0 |
Assist drafters in developing the structural design of products, using drafting tools or computer-assisted drafting equipment or software.17-2141 | 0.00000.0 | —0 |
Coordinate production activities with other functional units, such as procurement, maintenance, or quality control. | —0 | 0.01004.3 |
Perform failure, variation, or root cause analyses. | —0 | 0.00000.0 |
Design or analyze automobile systems in areas such as aerodynamics, alternate fuels, ergonomics, hybrid power, brakes, transmissions, steering, calibration, safety, or diagnostics. | —0 | 0.00000.0 |
Solicit new business. | —0 | 0.00000.0 |
| Not observed on any surface — 52 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. | ||
Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications. | —0 | —0 |
Conduct research that tests or analyzes the feasibility, design, operation, or performance of equipment, components, or systems. | —0 | —0 |
Develop, coordinate, or monitor all aspects of production, including selection of manufacturing methods, fabrication, or operation of product designs. | —0 | —0 |
Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations. | —0 | —0 |
Estimate costs or submit bids for engineering, construction, or extraction projects. | —0 | —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 | —0 |
Design test control apparatus or equipment or develop procedures for testing products. | —0 | —0 |
Calculate energy losses for buildings, using equipment such as computers, combustion analyzers, or pressure gauges. | —0 | —0 |
Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency. | —0 | —0 |
Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems. | —0 | —0 |
Evaluate mechanical designs or prototypes for energy performance or environmental impact. | —0 | —0 |
Recommend the use of utility or energy services that minimize carbon footprints. | —0 | —0 |
Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution. | —0 | —0 |
Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers. | —0 | —0 |
Study industrial processes to maximize the efficiency of equipment applications, including equipment placement. | —0 | —0 |
Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new technology or competitive products. | —0 | —0 |
Validate design of fuel cells, fuel cell components, or fuel cell systems. | —0 | —0 |
Simulate or model fuel cell, motor, or other system information, using simulation software programs. | —0 | —0 |
Recommend or implement changes to fuel cell system designs. | —0 | —0 |
Plan or conduct experiments to validate new materials, optimize startup protocols, reduce conditioning time, or examine contaminant tolerance. | —0 | —0 |
Integrate electric drive subsystems with other vehicle systems to optimize performance or mitigate faults. | —0 | —0 |
Identify or define vehicle and system integration challenges for fuel cell vehicles. | —0 | —0 |
Fabricate prototypes of fuel cell components, assemblies, stacks, or systems. | —0 | —0 |
Develop fuel cell materials or fuel cell test equipment. | —0 | —0 |
Conduct post-service or failure analyses, using electromechanical diagnostic principles or procedures. | —0 | —0 |
Design or implement fuel cell testing or development programs. | —0 | —0 |
Characterize component or fuel cell performances by generating operating maps, defining operating conditions, identifying design refinements, or executing durability assessments. | —0 | —0 |
Calculate the efficiency or power output of a fuel cell system or process. | —0 | —0 |
Analyze fuel cell or related test data, using statistical software. | —0 | —0 |
Design fuel cell systems, subsystems, stacks, assemblies, or components, such as electric traction motors or power electronics. | —0 | —0 |
Prepare test stations, instrumentation, or data acquisition systems for use in specific tests of fuel cell components or systems. | —0 | —0 |
Plan or implement fuel cell cost reduction or product improvement projects in collaboration with other engineers, suppliers, support personnel, or customers. | —0 | —0 |
Coordinate fuel cell engineering or test schedules with departments outside engineering, such as manufacturing. | —0 | —0 |
Authorize release of fuel cell parts, components, or subsystems for production. | —0 | —0 |
Manage fuel cell battery hybrid system architecture, including sizing of components, such as fuel cells, energy storage units, or electric drives. | —0 | —0 |
Conduct fuel cell testing projects, using fuel cell test stations, analytical instruments, or electrochemical diagnostics, such as cyclic voltammetry or impedance spectroscopy. | —0 | —0 |
Define specifications for fuel cell materials. | —0 | —0 |
Evaluate the power output, system cost, or environmental impact of new hydrogen or non-hydrogen fuel cell system designs. | —0 | —0 |
Develop or evaluate systems or methods of hydrogen storage for fuel cell applications. | —0 | —0 |
Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new automotive technology or competitive products. | —0 | —0 |
Conduct research studies to develop new concepts in the field of automotive engineering. | —0 | —0 |
Conduct automotive design reviews. | —0 | —0 |
Calibrate vehicle systems, including control algorithms or other software systems. | —0 | —0 |
Alter or modify designs to obtain specified functional or operational performance. | —0 | —0 |
Conduct or direct system-level automotive testing. | —0 | —0 |
Design control systems or algorithms for purposes such as automotive energy management, emissions management, or increased operational safety or performance. | —0 | —0 |
Create design alternatives for vehicle components, such as camless or dual-clutch engines or alternative air-conditioning systems, to increase fuel efficiency. | —0 | —0 |
Design vehicles for increased recyclability or use of natural, renewable, or recycled materials in vehicle construction. | —0 | —0 |
Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency. | —0 | —0 |
Develop specifications for vehicles powered by alternative fuels or alternative power methods. | —0 | —0 |
Research computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control. | —0 | —0 |
Research or implement green automotive technologies involving alternative fuels, electric or hybrid cars, or lighter or more fuel-efficient vehicles. | —0 | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Write performance requirements for product development or engineering projects.O*NET Task ID 1429 | 1.0 |
Read and interpret blueprints, technical drawings, schematics, or computer-generated reports.O*NET Task ID 1411 | 0.5 |
Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information.O*NET Task ID 1412 | 0.5 |
Research and analyze customer design proposals, specifications, manuals, or other data to evaluate the feasibility, cost, or maintenance requirements of designs or applications.O*NET Task ID 1413 | 0.5 |
Provide feedback to design engineers on customer problems or needs.O*NET Task ID 1418 | 0.5 |
Conduct research that tests or analyzes the feasibility, design, operation, or performance of equipment, components, or systems.O*NET Task ID 1420 | 0.5 |
Recommend design modifications to eliminate machine or system malfunctions.O*NET Task ID 1421 | 0.5 |
Develop, coordinate, or monitor all aspects of production, including selection of manufacturing methods, fabrication, or operation of product designs.O*NET Task ID 1423 | 0.5 |
Establish or coordinate the maintenance or safety procedures, service schedule, or supply of materials required to maintain machines or equipment in the prescribed condition.O*NET Task ID 1427 | 0.5 |
Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering.O*NET Task ID 1430 | 0.5 |
Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications.O*NET Task ID 1419 | 0.0 |
Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems.O*NET Task ID 19629 | 0.0 |
Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution.O*NET Task ID 19632 | 0.0 |
Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers.O*NET Task ID 20739 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
পেশাগত তথ্য
এই পেশা সংক্রান্ত সাম্প্রতিক পরিবর্তন
মার্চ ২০২৬: New evergreen blog post analyzing AI impact on engineers (mechanical, civil, electrical) published, covering generative design, AI simulation, and cross-discipline comparison.
[সূত্র: AI Changing Work Blog]