Ainxiety | Specialized Automotive Repair

Specialized Automotive Repair

# 428 overall · better than 72.1% of other industries

1.5/5Moderate Risk
AInxiety Score™

1/5

Complexity

1/5

Workforce Flexibility

2/5

Regulatory Compliance

2/5

Capex Requirements

2/5

Data Intensity

2/5

Adaptability

The specialized nature of automotive repair, involving intricate mechanical work, results in a lower potential for full AI displacement. While digital and AI tools can enhance diagnostics, human expertise remains essential for the majority of repairs. Compliance and moderate adaptability also play a role in limiting the extent of AI disruption.

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Specialized Automotive Repair

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Risk composition of jobs in this industry

0 jobs in Automotive Repair and Maintenance

23.7%

236,770

2.8Automotive Service Technicians and Mechanics

14.9%

149,060

4.0Cleaners of Vehicles and Equipment

11.1%

111,200

2.8Automotive Body and Related Repairers

6.2%

265,640

1.5Hairdressers, Hairstylists, and Cosmetologists

5.8%

57,760

1.5General and Operations Managers

4.6%

45,810

2.2First-Line Supervisors of Mechanics, Installers, and Repairers

3.7%

36,770

3.8Automotive and Watercraft Service Attendants

3.3%

142,830

3.2Manicurists and Pedicurists

3.2%

32,060

4.2Office Clerks, General

2.9%

28,790

2.2Bus and Truck Mechanics and Diesel Engine Specialists

2.7%

26,680

3.8Coating, Painting, and Spraying Machine Setters, Operators, and Tenders

2.2%

21,820

3.7Counter and Rental Clerks

2.2%

21,850

2.7Recycling Coordinators

2.0%

20,490

4.2Cost Estimators

1.7%

17,080

3.8Bookkeeping, Accounting, and Auditing Clerks

1.6%

15,890

3.8Secretaries and Administrative Assistants, Except Legal, Medical, and Executive

1.6%

15,640

3.3Customer Service Representatives

1.5%

14,910

3.8Helpers--Installation, Maintece, and Repair Workers

1.5%

14,800

3.3Automotive Glass Installers and Repairers

1.1%

49,350

1.8Labor Relations Specialists

1.1%

49,400

1.5Skincare Specialists

1.1%

47,940

0.5Massage Therapists

0.9%

9,530

4.0Tire Repairers and Changers

0.9%

40,970

2.2First-Line Supervisors of Personal Service Workers

0.9%

13,280

2.3Home Appliance Repairers

0.9%

39,670

3.1Bartenders

0.9%

8,670

3.0Heavy and Tractor-Trailer Truck Drivers

0.9%

8,600

3.8Cashiers

0.9%

8,610

3.8Parts Salespersons

0.8%

12,170

2.5Computer, Automated Teller, and Office Machine Repairers

0.8%

34,690

1.7Exercise Trainers and Group Fitness Instructors

0.8%

10,680

2.5Medical Equipment Repairers

0.8%

32,460

1.5Fundraisers

0.8%

32,370

1.3Funeral Attendants

0.7%

28,690

0.7Childcare Workers

0.7%

28,060

1.5Recreation Workers

0.6%

27,330

1.7Social and Human Service Assistants

0.6%

27,400

0.2Clergy

0.6%

6,220

2.8Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel

0.6%

6,250

2.6First-Line Supervisors of Office and Administrative Support Workers

0.6%

25,420

4.0Pressers, Textile, Garment, and Related Materials

0.6%

23,910

1.5Morticians, Undertakers, and Funeral Arrangers

0.5%

5,000

3.2Light Truck Drivers

0.5%

4,900

3.8Janitors and Cleaners, Except Maids and Housekeeping Cleaners

0.5%

19,890

2.1Meeting, Convention, and Event Planners

0.5%

4,490

3.2Receptionists and Information Clerks

0.5%

19,350

0.4Directors, Religious Activities and Education

0.4%

18,190

1.0Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers

0.4%

17,720

1.3Social and Community Service Managers

0.4%

17,570

1.8Personal Care and Service Workers, All Other

0.4%

3,940

2.8Maintece and Repair Workers, General

0.4%

16,170

0.8Preschool Teachers, Except Special Education

0.4%

5,060

2.8Electrical and Electronics Repairers, Commercial and Industrial Equipment

0.3%

15,010

2.0Barbers

0.3%

4,800

3.3Telecommunications Equipment Installers and Repairers, Except Line Installers

0.3%

14,030

1.6Funeral Home Managers

0.3%

2,870

3.8Helpers--Production Workers

0.3%

12,100

3.6Waiters and Waitresses

0.3%

12,170

1.1Community and Social Service Specialists, All Other

0.3%

2,730

2.5First-Line Supervisors of Retail Sales Workers

0.3%

2,660

3.3Retail Salespersons

0.3%

2,720

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

0.3%

11,320

2.1Public Relations Managers

0.2%

2,390

3.2Accountants and Auditors

0.2%

10,150

1.5Personal Care Aides

0.2%

10,270

0.1Religious Workers, All Other

0.2%

2,150

4.0Laborers and Freight, Stock, and Material Movers, Hand

0.2%

9,670

1.7Fundraising Managers

0.2%

2,140

2.0Installation, Maintece, and Repair Workers, All Other

0.2%

8,910

1.1Animal Trainers

0.2%

2,000

3.9Stockers and Order Fillers

0.2%

1,880

2.8Business Operations Specialists, All Other

0.2%

1,890

3.2Welders, Cutters, Solderers, and Brazers

0.2%

2,720

2.4Millwrights

0.2%

2,700

2.5Tailors, Dressmakers, and Custom Sewers

0.2%

8,400

1.5Teaching Assistants, Special Education

0.2%

1,820

4.3Shipping, Receiving, and Inventory Clerks

0.2%

1,840

2.5Recreational Vehicle Service Technicians

0.2%

1,850

3.2Upholsterers

0.2%

7,810

0.8Child, Family, and School Social Workers

0.2%

7,490

3.5Cooks, Restaurant

0.2%

7,190

3.7Amusement and Recreation Attendants

0.2%

7,340

4.0Shampooers

0.2%

1,610

2.1Buyers and Purchasing Agents, Farm Products

0.2%

1,590

2.3Glaziers

0.2%

1,620

2.3Transportation Inspectors

0.2%

2,290

2.0Wind Turbine Service Technicians

0.1%

6,570

0.5Musicians and Singers

0.1%

6,580

2.7Property, Real Estate, and Community Association Managers

0.1%

1,380

3.3Executive Secretaries and Executive Administrative Assistants

0.1%

1,810

2.7Audiovisual Equipment Installers and Repairers

0.1%

1,820

3.8Furniture Finishers

0.1%

5,570

1.2Coaches and Scouts

0.1%

5,620

2.8First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services

0.1%

1,160

3.7Dispatchers, Except Police, Fire, and Ambulance

0.1%

1,220

1.5Sales Managers

0.1%

1,200

2.8First-Line Supervisors of Production and Operating Workers

0.1%

1,200

2.8Motor Vehicle Operators, All Other

0.1%

5,050

2.0Personal Service Managers, All Other

0.1%

5,200

2.5Concierges

0.1%

1,100

1.5Managers, All Other

0.1%

1,080

Miscellaneous Assemblers and Fabricators

0.1%

4,790

2.2Editors

0.1%

4,750

1.3Registered Nurses

0.1%

1,030

1.7Training and Development Specialists

0.1%

970

2.3Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products

0.1%

980

3.8Billing and Posting Clerks

0.1%

4,140

1.7Conservation Scientists

0.1%

4,150

0.9Community Health Workers

0.1%

900

3.8Payroll and Timekeeping Clerks

0.1%

1,300

2.0Plumbers, Pipefitters, and Steamfitters

0.1%

820

3.5Procurement Clerks

0.1%

830

3.8Machinists

0.1%

1,170

2.3Radio, Cellular, and Tower Equipment Installers and Repairers

0.1%

1,160

2.2Jewelers and Precious Stone and Metal Workers

0.1%

3,650

2.0Tutors

0.1%

3,590

1.0Music Directors and Composers

0.1%

3,560

1.3Veterinary Technologists and Technicians

0.1%

3,410

3.8Cooks, Institution and Cafeteria

0.1%

3,260

1.0Embalmers

0.1%

670

3.2Production, Planning, and Expediting Clerks

0.1%

740

2.5Human Resources Specialists

0.1%

740

3.1Market Research Analysts and Marketing Specialists

0.1%

690

4.1Grinding and Polishing Workers, Hand

0.1%

660

3.0Driver/Sales Workers

0.1%

1,010

1.8Construction Laborers

0.1%

940

2.8Computer Network Support Specialists

0.1%

1,010

3.3Control and Valve Installers and Repairers, Except Mechanical Door

0.1%

1,050

1.2Musical Instrument Repairers and Tuners

0.1%

1,010

3.8Tool Grinders, Filers, and Sharpeners

0.1%

3,040

2.2Instructional Coordinators

0.1%

3,050

4.7Dishwashers

0.1%

2,950

3.7Locker Room, Coatroom, and Dressing Room Attendants

0.1%

2,810

2.9Crematory Operators

0.1%

3,070

3.3Baggage Porters and Bellhops

0.1%

3,010

0.8Mental Health Counselors

0.1%

2,810

1.2Counselors, All Other

0.1%

2,900

1.7Health Education Specialists

0.1%

560

3.8Engine and Other Machine Assemblers

0.1%

620

3.8Parking Attendants

0.1%

830

2.0Boilermakers

0.1%

790

2.5Coin, Vending, and Amusement Machine Servicers and Repairers

0.1%

2,480

1.2Teachers and Instructors, All Other

0.1%

2,410

2.8Gambling Service Workers, All Other

0.1%

2,450

2.0Environmental Scientists and Specialists, Including Health

0.1%

2,700

1.5Educational, Guidance, and Career Counselors and Advisors

0.1%

2,480

1.0Social Workers, All Other

0.1%

540

3.1Electronic Equipment Installers and Repairers, Motor Vehicles

0.1%

460

3.3Computer User Support Specialists

0.1%

500

3.8Shuttle Drivers and Chauffeurs

0.1%

780

3.7Coil Winders, Tapers, and Finishers

0.1%

670

3.2Electronics Engineers, Except Computer

0.1%

740

2.1Electrical and Electronic Engineering Technologists and Technicians

0.1%

780

3.5Computer Numerically Controlled Tool Operators

0.1%

2,040

1.3Education and Childcare Administrators, Preschool and Daycare

0.1%

2,320

2.5Veterinary Assistants and Laboratory Animal Caretakers

0.1%

2,020

2.0Chefs and Head Cooks

0.1%

2,020

3.8Food Servers, Nonrestaurant

0.1%

2,220

3.9Dining Room and Cafeteria Attendants and Bartender Helpers

0.1%

2,360

0.6Healthcare Social Workers

0.0%

370

0.5Chief Executives

0.0%

400

2.8Administrative Services Managers

0.0%

380

2.8Transportation, Storage, and Distribution Managers

0.0%

350

3.9Painting, Coating, and Decorating Workers

0.0%

620

3.2Structural Metal Fabricators and Fitters

0.0%

600

3.2Fiberglass Laminators and Fabricators

0.0%

580

1.6Architectural and Engineering Managers

0.0%

550

2.3Engineers, All Other

0.0%

610

2.3Operating Engineers and Other Construction Equipment Operators

0.0%

630

2.5Computer Systems Analysts

0.0%

540

3.0Roustabouts, Oil and Gas

0.0%

510

1.8Electrical and Electronics Repairers, Powerhouse, Substation, and Relay

0.0%

590

3.8Shoe and Leather Workers and Repairers

0.0%

1,510

4.2Machine Feeders and Offbearers

0.0%

1,790

1.1Elementary School Teachers, Except Special Education

0.0%

1,770

2.8Teaching Assistants, Postsecondary

0.0%

1,680

1.4Writers and Authors

0.0%

1,640

2.2Education Administrators, All Other

0.0%

1,730

1.3Entertainment and Recreation Managers, Except Gambling

0.0%

1,940

1.5Medical and Health Services Managers

0.0%

1,530

3.0Compensation, Benefits, and Job Analysis Specialists

0.0%

1,880

1.3Veterinarians

0.0%

1,900

1.0Nursing Assistants

0.0%

1,910

0.7Makeup Artists, Theatrical and Performance

0.0%

1,570

0.8Rehabilitation Counselors

0.0%

350

4.8Data Entry Keyers

0.0%

270

3.0Facilities Managers

0.0%

280

2.2Financial Managers

0.0%

330

2.5Painters, Construction and Maintece

0.0%

330

2.0Mobile Heavy Equipment Mechanics, Except Engines

0.0%

300

2.5Motorboat Mechanics and Service Technicians

0.0%

350

2.5Heating, Air Conditioning, and Refrigeration Mechanics and Installers

0.0%

340

2.5First-Line Supervisors of Non-Retail Sales Workers

0.0%

350

Industrial Truck and Tractor Operators

0.0%

430

3.8Tank Car, Truck, and Ship Loaders

0.0%

500

1.2Bioengineers and Biomedical Engineers

0.0%

410

1.8Aircraft Mechanics and Service Technicians

0.0%

420

2.5Bicycle Repairers

0.0%

420

2.2Watch and Clock Repairers

0.0%

1,090

1.5Producers and Directors

0.0%

1,340

1.5Umpires, Referees, and Other Sports Officials

0.0%

1,430

1.7Dietitians and Nutritionists

0.0%

1,090

1.2Natural Sciences Managers

0.0%

1,210

1.2Nurse Practitioners

0.0%

1,360

2.1Licensed Practical and Licensed Vocational Nurses

0.0%

1,420

1.2Healthcare Support Workers, All Other

0.0%

1,160

3.8Cooks, Short Order

0.0%

1,140

3.2Gambling Dealers

0.0%

1,370

3.4Ushers, Lobby Attendants, and Ticket Takers

0.0%

1,280

1.7Tour Guides and Escorts

0.0%

1,390

0.8Mental Health and Substance Abuse Social Workers

0.0%

1,260

3.2Paralegals and Legal Assistants

0.0%

1,310

3.5Hotel, Motel, and Resort Desk Clerks

0.0%

1,200

3.3Interviewers, Except Eligibility and Loan

0.0%

150

4.2Material Moving Workers, All Other

0.0%

180

4.7File Clerks

0.0%

160

4.0Order Clerks

0.0%

190

2.5Marketing Managers

0.0%

160

2.5Industrial Production Managers

0.0%

230

2.2Carpenters

0.0%

180

2.3Software Developers

0.0%

170

3.9Fast Food and Counter Workers

0.0%

210

3.2Grounds Maintece Workers, All Other

0.0%

160

2.8Sales and Related Workers, All Other

0.0%

210

4.1Sewing Machine Operators

0.0%

290

2.2Locksmiths and Safe Repairers

0.0%

340

2.0Riggers

0.0%

230

2.2Sales Engineers

0.0%

320

2.3Crane and Tower Operators

0.0%

340

1.6Construction Managers

0.0%

270

2.0Civil Engineers

0.0%

350

2.6Electro-Mechanical and Mechatronics Technologists and Technicians

0.0%

320

3.3Industrial Engineering Technologists and Technicians

0.0%

250

2.8Computer Network Architects

0.0%

220

3.8Computer Programmers

0.0%

260

1.2Avionics Technicians

0.0%

340

2.8Mechanical Door Repairers

0.0%

250

1.8Electrical Power-Line Installers and Repairers

0.0%

310

3.8Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders

0.0%

260

4.7Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

0.0%

940

3.6Photographic Process Workers and Processing Machine Operators

0.0%

720

3.0Bus Drivers, Transit and Intercity

0.0%

990

1.8Secondary School Teachers, Except Special and Career/Technical Education

0.0%

800

1.5Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors

0.0%

920

1.5Substitute Teachers, Short-Term

0.0%

760

1.5Educational Instruction and Library Workers, All Other

0.0%

790

1.5Art Directors

0.0%

970

1.2Artists and Related Workers, All Other

0.0%

890

1.5Entertainers and Performers, Sports and Related Workers, All Other

0.0%

700

2.0Interpreters and Translators

0.0%

780

2.6Food Service Managers

0.0%

870

2.0Animal Control Workers

0.0%

1,020

1.0Protective Service Workers, All Other

0.0%

780

3.0Credit Counselors

0.0%

1,030

1.8Zoologists and Wildlife Biologists

0.0%

750

3.1Cooks, All Other

0.0%

1,000

2.4Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop

0.0%

960

2.5Environmental Science and Protection Technicians, Including Health

0.0%

1,050

1.8Social Science Research Assistants

0.0%

710

3.2Legal Secretaries and Administrative Assistants

0.0%

710

3.7Mail Clerks and Mail Machine Operators, Except Postal Service

0.0%

780

3.5Farmworkers, Farm, Ranch, and Aquacultural Animals

0.0%

660

2.7Forest and Conservation Workers

0.0%

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.0%

140

4.5Information and Record Clerks, All Other

0.0%

130

4.0Couriers and Messengers

0.0%

110

2.0Computer and Information Systems Managers

0.0%

1.5Human Resources Managers

0.0%

1.8Training and Development Managers

0.0%

120

2.7Compliance Officers

0.0%

3.0Logisticians

0.0%

130

2.2Project Management Specialists

0.0%

2.3Appraisers and Assessors of Real Estate

0.0%

100

1.5First-Line Supervisors of Construction Trades and Extraction Workers

0.0%

130

2.0Electricians

0.0%

3.2Sheet Metal Workers

0.0%

3.4Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons

0.0%

110

2.7Electric Motor, Power Tool, and Related Repairers

0.0%

110

3.0Farm Equipment Mechanics and Service Technicians

0.0%

2.3Outdoor Power Equipment and Other Small Engine Mechanics

0.0%

130

2.1Maintece Workers, Machinery

0.0%

3.1Network and Computer Systems Administrators

0.0%

2.8Web and Digital Interface Designers

0.0%

2.7Occupational Health and Safety Specialists

0.0%

2.5Graphic Designers

0.0%

110

1.8Public Relations Specialists

0.0%

130

1.8Photographers

0.0%

100

2.8Security Guards

0.0%

3.2First-Line Supervisors of Housekeeping and Janitorial Workers

0.0%

3.8Building Cleaning Workers, All Other

0.0%

3.3Landscaping and Groundskeeping Workers

0.0%

3.8Bill and Account Collectors

0.0%

140

2.9Cabinetmakers and Bench Carpenters

0.0%

130

3.9Production Workers, All Other

0.0%

4.2Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic

0.0%

130

3.7Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic

0.0%

100

4.3Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic

0.0%

110

4.0Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic

0.0%

170

4.5Packers and Packagers, Hand

0.0%

180

3.2Purchasing Managers

0.0%

130

1.5Aerospace Engineers

0.0%

150

1.8Computer Hardware Engineers

0.0%

180

3.0Mechanical Engineering Technologists and Technicians

0.0%

190

3.2Engineering Technologists and Technicians, Except Drafters, All Other

0.0%

2.5Occupational Health and Safety Technicians

0.0%

160

1.4Lawyers

0.0%

180

2.0Interior Designers

0.0%

100

3.0Helpers, Construction Trades, All Other

0.0%

210

2.1Elevator and Escalator Installers and Repairers

0.0%

130

Miscellaneous Construction and Related Workers

0.0%

210

1.5Information Security Analysts

0.0%

3.0Database Administrators

0.0%

3.5Web Developers

0.0%

120

2.8Data Scientists

0.0%

3.0Sewers, Hand

0.0%

160

3.7Textile, Apparel, and Furnishings Workers, All Other

0.0%

4.3Cutters and Trimmers, Hand

0.0%

440

2.8Water and Wastewater Treatment Plant and System Operators

0.0%

390

4.5Packaging and Filling Machine Operators and Tenders

0.0%

500

2.0Bus Drivers, School

0.0%

460

0.5Kindergarten Teachers, Except Special Education

0.0%

610

1.2Middle School Teachers, Except Special and Career/Technical Education

0.0%

430

2.5Archivists

0.0%

230

1.2Curators

0.0%

300

1.2Museum Technicians and Conservators

0.0%

490

2.6Librarians and Media Collections Specialists

0.0%

280

3.1Library Technicians

0.0%

640

2.0Floral Designers

0.0%

380

3.0Media and Communication Workers, All Other

0.0%

230

2.7Sound Engineering Technicians

0.0%

340

2.0Camera Operators, Television, Video, and Film

0.0%

350

1.5Film and Video Editors

0.0%

300

1.8Advertising and Promotions Managers

0.0%

420

2.2Compensation and Benefits Managers

0.0%

510

2.0Education Administrators, Kindergarten through Secondary

0.0%

220

1.1Physician Assistants

0.0%

240

1.3Psychiatric Technicians

0.0%

220

3.7Medical Records Specialists

0.0%

310

1.0Athletic Trainers

0.0%

500

2.8Medical Assistants

0.0%

640

1.5First-Line Supervisors of Security Workers

0.0%

400

1.8First-Line Supervisors of Protective Service Workers, All Other

0.0%

290

0.8Police and Sheriff’s Patrol Officers

0.0%

540

2.3Cooks, Private Household

0.0%

360

3.0Budget Analysts

0.0%

270

1.9Personal Financial Advisors

0.0%

280

2.1Financial Risk Specialists

0.0%

380

3.0Financial Examiners

0.0%

400

3.2Loan Officers

0.0%

430

3.7Statisticians

0.0%

260

2.0Soil and Plant Scientists

0.0%

500

3.7Food Preparation and Serving Related Workers, All Other

0.0%

510

3.2Gambling and Sports Book Writers and Runners

0.0%

380

2.8Entertainment Attendants and Related Workers, All Other

0.0%

350

2.0Foresters

0.0%

440

1.5Epidemiologists

0.0%

460

1.0Medical Scientists, Except Epidemiologists

0.0%

640

1.9Economists

0.0%

310

3.0Survey Researchers

0.0%

270

0.8Clinical and Counseling Psychologists

0.0%

340

1.7Urban and Regional Planners

0.0%

480

1.5Social Scientists and Related Workers, All Other

0.0%

580

2.4Forest and Conservation Technicians

0.0%

280

0.2Marriage and Family Therapists

0.0%

610

3.1Legal Support Workers, All Other

0.0%

290

2.5Career/Technical Education Teachers, Postsecondary

0.0%

590

3.5Medical Secretaries and Administrative Assistants

0.0%

250

4.6Desktop Publishers

0.0%

270

4.2Insurance Claims and Policy Processing Clerks

0.0%

220

3.4Proofreaders and Copy Markers

0.0%

450

2.3First-Line Supervisors of Farming, Fishing, and Forestry Workers

0.0%

630

4.0Farmworkers and Laborers, Crop, Nursery, and Greenhouse

0.0%

440

3.7Gambling Change Persons and Booth Cashiers

0.0%

230

2.5Advertising Sales Agents

0.0%

330

3.0Demonstrators and Product Promoters

0.0%

340

2.8Real Estate Sales Agents

0.0%

260

3.8Switchboard Operators, Including Answering Service

0.0%

450

3.5Financial Clerks, All Other

0.0%

450

4.1Printing Press Operators

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