فنيو وميكانيكيو السيارات
البناء والصيانة والإصلاحالتعرّض للذكاء الاصطناعي
- مصدر البيانات: BLSتاريخ النشر: 2026-08
متوسط· نسبي
منخفضأربع فئات نسبيةمرتفع جدًاقيمة على مستوى المجموعة المهنية
المقياس والأساس والمصدر
أربع فئات نسبية (منخفض / متوسط / مرتفع / مرتفع جدًا)
831 مهنة تفصيلية في جدول توقعات التوظيف لدى BLS. وتُسند القيمة على مستوى رمز مصفوفة التوظيف الوطنية (NEM)، فالمهن التي تشترك في الرمز نفسه تأخذ النطاق نفسه
- مصدر البيانات: Anthropicتاريخ النشر: 2026-03
0.000
0.000نطاق القيم المعروضة هنا0.745المقياس والأساس والمصدر
- مصدر البيانات: ILOتاريخ النشر: 2025
0.18
0.09نطاق القيم المعروضة هنا0.70قيمة على مستوى المجموعة المهنية
المقياس والأساس والمصدر
مؤشر التعرّض للذكاء الاصطناعي التوليدي، 0–1 كما نُشر
وحدة التصنيف ISCO-08 — تأخذ كل المهن ذات الرمز نفسه هذه القيمة
محسوب من قِبل هذا الموقع وليس منشورًا من منظمة العمل الدولية: من بين 1,012 مهنة يربطها هذا الموقع بمجموعة بيانات المنظمة، تبلغ نسبة التي تساوي هذه القيمة أو تتجاوزها 90%.
ما نوع القيمة التي ينشرها هذا المصدر
فئة BLS رتبة نسبية لا مستوى مطلق، وليست قياسًا مباشرًا: فهي تجمع الرتب المئينية للمهنة في عدة دراسات منشورة في أربع فئات. وهي ليست توقّعًا للتوظيف أو الأجور، ولا احتمالًا للتبني، ولا تفرّق بين الأتمتة والتعزيز.
Task-level exposure
المهام ذات التعرض فقط| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Plan work procedures, using charts, technical manuals, and experience.49-3023 | 0.0300100.0 | 0.0300100.0 |
Estimate costs of vehicle repair.49-3023 | 0.00000.0 | —0 |
Troubleshoot fuel, ignition, and emissions control systems, using electronic testing equipment.49-3023 | 0.00000.0 | —0 |
| Not observed on any surface — 27 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. | ||
Test drive vehicles and test components and systems, using equipment such as infrared engine analyzers, compression gauges, and computerized diagnostic devices. | —0 | —0 |
Inspect vehicles for damage and record findings so that necessary repairs can be made. | —0 | —0 |
Test and adjust repaired systems to meet manufacturers' performance specifications. | —0 | —0 |
Repair, reline, replace, and adjust brakes. | —0 | —0 |
Review work orders and discuss work with supervisors. | —0 | —0 |
Confer with customers to obtain descriptions of vehicle problems and to discuss work to be performed and future repair requirements. | —0 | —0 |
Align vehicles' front ends. | —0 | —0 |
Test electronic computer components in automobiles to ensure proper operation. | —0 | —0 |
Tear down, repair, and rebuild faulty assemblies, such as power systems, steering systems, and linkages. | —0 | —0 |
Perform routine and scheduled maintenance services, such as oil changes, lubrications, and tune-ups. | —0 | —0 |
Follow checklists to ensure all important parts are examined, including belts, hoses, steering systems, spark plugs, brake and fuel systems, wheel bearings, and other potentially troublesome areas. | —0 | —0 |
Maintain cleanliness of work area. | —0 | —0 |
Align wheels, axles, frames, torsion bars, and steering mechanisms of automobiles, using special alignment equipment and wheel-balancing machines. | —0 | —0 |
Tune automobile engines to ensure proper and efficient functioning. | —0 | —0 |
Repair, replace, or adjust defective fuel injectors, carburetor parts, and gasoline filters. | —0 | —0 |
Repair and service air conditioning, heating, engine cooling, and electrical systems. | —0 | —0 |
Disassemble units and inspect parts for wear, using micrometers, calipers, and gauges. | —0 | —0 |
Change spark plugs, fuel filters, air filters, and batteries in hybrid electric vehicles. | —0 | —0 |
Overhaul or replace carburetors, blowers, generators, distributors, starters, and pumps. | —0 | —0 |
Repair or replace parts such as pistons, rods, gears, valves, and bearings. | —0 | —0 |
Rewire ignition systems, lights, and instrument panels. | —0 | —0 |
Install, adjust, or repair hydraulic or electromagnetic automatic lift mechanisms used to raise and lower automobile windows, seats, and tops. | —0 | —0 |
Rebuild parts, such as crankshafts and cylinder blocks. | —0 | —0 |
Conduct visual inspections of compressed natural gas fuel systems to identify cracks, gouges, abrasions, discoloration, broken fibers, loose brackets, damaged gaskets, or other problems. | —0 | —0 |
Diagnose and replace or repair engine management systems or related sensors for flexible fuel vehicles (FFVs) with ignition timing, fuel rate, alcohol concentration, or air-to-fuel ratio malfunctions. | —0 | —0 |
Repair or rebuild transmissions. | —0 | —0 |
Retrofit vehicle fuel systems with aftermarket products, such as vapor transfer devices, evaporation control devices, swirlers, lean burn devices, and friction reduction devices, to enhance combustion and fuel efficiency. | —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 |
|---|---|
Plan work procedures, using charts, technical manuals, and experience.O*NET Task ID 23535 | 1.0 |
Inspect vehicles for damage and record findings so that necessary repairs can be made.O*NET Task ID 23523 | 0.5 |
Estimate costs of vehicle repair.O*NET Task ID 23526 | 0.5 |
Conduct visual inspections of compressed natural gas fuel systems to identify cracks, gouges, abrasions, discoloration, broken fibers, loose brackets, damaged gaskets, or other problems.O*NET Task ID 23548 | 0.5 |
Test drive vehicles and test components and systems, using equipment such as infrared engine analyzers, compression gauges, and computerized diagnostic devices.O*NET Task ID 23522 | 0.0 |
Test and adjust repaired systems to meet manufacturers' performance specifications.O*NET Task ID 23524 | 0.0 |
Repair, reline, replace, and adjust brakes.O*NET Task ID 23525 | 0.0 |
Review work orders and discuss work with supervisors.O*NET Task ID 23527 | 0.0 |
Troubleshoot fuel, ignition, and emissions control systems, using electronic testing equipment.O*NET Task ID 23528 | 0.0 |
Confer with customers to obtain descriptions of vehicle problems and to discuss work to be performed and future repair requirements.O*NET Task ID 23529 | 0.0 |
Align vehicles' front ends.O*NET Task ID 23530 | 0.0 |
Test electronic computer components in automobiles to ensure proper operation.O*NET Task ID 23531 | 0.0 |
Tear down, repair, and rebuild faulty assemblies, such as power systems, steering systems, and linkages.O*NET Task ID 23532 | 0.0 |
Perform routine and scheduled maintenance services, such as oil changes, lubrications, and tune-ups.O*NET Task ID 23533 | 0.0 |
Follow checklists to ensure all important parts are examined, including belts, hoses, steering systems, spark plugs, brake and fuel systems, wheel bearings, and other potentially troublesome areas.O*NET Task ID 23534 | 0.0 |
Maintain cleanliness of work area.O*NET Task ID 23536 | 0.0 |
Align wheels, axles, frames, torsion bars, and steering mechanisms of automobiles, using special alignment equipment and wheel-balancing machines.O*NET Task ID 23537 | 0.0 |
Tune automobile engines to ensure proper and efficient functioning.O*NET Task ID 23538 | 0.0 |
Repair, replace, or adjust defective fuel injectors, carburetor parts, and gasoline filters.O*NET Task ID 23539 | 0.0 |
Repair and service air conditioning, heating, engine cooling, and electrical systems.O*NET Task ID 23540 | 0.0 |
Disassemble units and inspect parts for wear, using micrometers, calipers, and gauges.O*NET Task ID 23541 | 0.0 |
Change spark plugs, fuel filters, air filters, and batteries in hybrid electric vehicles.O*NET Task ID 23542 | 0.0 |
Overhaul or replace carburetors, blowers, generators, distributors, starters, and pumps.O*NET Task ID 23543 | 0.0 |
Repair or replace parts such as pistons, rods, gears, valves, and bearings.O*NET Task ID 23544 | 0.0 |
Rewire ignition systems, lights, and instrument panels.O*NET Task ID 23545 | 0.0 |
Install, adjust, or repair hydraulic or electromagnetic automatic lift mechanisms used to raise and lower automobile windows, seats, and tops.O*NET Task ID 23546 | 0.0 |
Rebuild parts, such as crankshafts and cylinder blocks.O*NET Task ID 23547 | 0.0 |
Diagnose and replace or repair engine management systems or related sensors for flexible fuel vehicles (FFVs) with ignition timing, fuel rate, alcohol concentration, or air-to-fuel ratio malfunctions.O*NET Task ID 23549 | 0.0 |
Repair or rebuild transmissions.O*NET Task ID 23550 | 0.0 |
Retrofit vehicle fuel systems with aftermarket products, such as vapor transfer devices, evaporation control devices, swirlers, lean burn devices, and friction reduction devices, to enhance combustion and fuel efficiency.O*NET Task ID 23551 | 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