Ainxiety | Motor Vehicle Seating and Interior Trim Manufacturing

Motor Vehicle Seating and Interior Trim Manufacturing

# 1095 overall · better than 28.7% of other industries

2.8/5Moderate Risk
AInxiety Score™

2/5

Regulatory Compliance

2/5

Capex Requirements

3/5

Complexity

3/5

Data Intensity

3/5

Workforce Flexibility

3/5

Adaptability

Overall, the motor vehicle seating and interior trim manufacturing industry is moderately susceptible to AI disruption. While there are already significant automation and technological integrations, the need for compliance and skilled manual interventions persist, providing both opportunities and challenges for AI advancements.

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Motor Vehicle Seating and Interior Trim Manufacturing

Should AI be regulated in this industry?

Yes

Risk composition of jobs in this industry

0 jobs in Motor Vehicle Parts Manufacturing

23.8%

132,430

Miscellaneous Assemblers and Fabricators

5.5%

30,330

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

4.5%

24,900

3.8Engine and Other Machine Assemblers

4.3%

23,710

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

4.2%

23,110

2.8First-Line Supervisors of Production and Operating Workers

3.3%

18,540

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

3.0%

16,650

2.7Industrial Engineers

2.8%

15,380

3.2Welders, Cutters, Solderers, and Brazers

2.3%

12,910

3.7Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic

2.3%

12,830

3.8Machinists

2.3%

12,700

2.3Industrial Machinery Mechanics

2.2%

12,120

4.0Electromechanical Equipment Assemblers

1.9%

10,520

3.5Computer Numerically Controlled Tool Operators

1.8%

9,760

2.0Tool and Die Makers

1.6%

9,090

4.3Shipping, Receiving, and Inventory Clerks

1.6%

8,970

Industrial Truck and Tractor Operators

1.5%

26,420

1.5Aerospace Engineers

1.5%

8,410

2.5Mechanical Engineers

1.5%

25,460

2.5Aircraft Structure, Surfaces, Rigging, and Systems Assemblers

1.4%

8,030

2.8Maintece and Repair Workers, General

1.4%

7,910

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

1.4%

7,580

2.5Industrial Production Managers

1.4%

23,600

1.8Aircraft Mechanics and Service Technicians

1.2%

6,550

3.2Production, Planning, and Expediting Clerks

1.1%

6,130

3.9Production Workers, All Other

0.9%

5,230

1.5General and Operations Managers

0.8%

4,320

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

0.8%

4,240

3.3Industrial Engineering Technologists and Technicians

0.7%

4,120

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

0.7%

4,130

2.1Buyers and Purchasing Agents, Farm Products

0.7%

3,900

3.9Stockers and Order Fillers

0.7%

3,910

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

0.6%

3,580

2.0Electricians

0.6%

3,430

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

0.6%

3,470

2.5Human Resources Specialists

0.6%

3,230

1.6Architectural and Engineering Managers

0.6%

3,080

4.2Office Clerks, General

0.6%

3,050

3.2Accountants and Auditors

0.5%

2,860

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

0.5%

2,800

3.3Customer Service Representatives

0.5%

8,430

1.2Avionics Technicians

0.5%

2,650

2.1Maintece Workers, Machinery

0.4%

2,440

2.8Automotive Service Technicians and Mechanics

0.4%

2,480

2.3Software Developers

0.4%

2,290

3.8Bookkeeping, Accounting, and Auditing Clerks

0.4%

2,300

3.8Helpers--Production Workers

0.4%

2,240

3.0Logisticians

0.4%

2,200

4.1Sewing Machine Operators

0.4%

2,140

4.5Packers and Packagers, Hand

0.4%

2,000

2.6First-Line Supervisors of Office and Administrative Support Workers

0.4%

1,990

2.2Project Management Specialists

0.3%

1,860

1.7Training and Development Specialists

0.3%

1,670

3.0Mechanical Engineering Technologists and Technicians

0.3%

5,230

1.5Marine Engineers and Naval Architects

0.3%

1,600

2.2Financial Managers

0.3%

1,610

2.8Business Operations Specialists, All Other

0.3%

1,500

2.4Millwrights

0.3%

1,490

1.5Sales Managers

0.3%

4,730

2.5Aerospace Engineering and Operations Technologists and Technicians

0.3%

1,430

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

0.3%

1,370

2.3Electrical Engineers

0.2%

1,280

3.8Janitors and Cleaners, Except Maids and Housekeeping Cleaners

0.2%

1,220

4.5Packaging and Filling Machine Operators and Tenders

0.2%

1,230

2.7Recycling Coordinators

0.2%

1,150

3.0Heavy and Tractor-Trailer Truck Drivers

0.2%

1,120

3.3Computer User Support Specialists

0.2%

1,110

3.2Upholsterers

0.2%

1,090

1.5Human Resources Managers

0.2%

990

3.5Computer Numerically Controlled Tool Programmers

0.2%

1,020

2.1Electrical and Electronic Engineering Technologists and Technicians

0.2%

920

3.2Purchasing Managers

0.2%

960

3.1Market Research Analysts and Marketing Specialists

0.2%

880

2.0Plumbers, Pipefitters, and Steamfitters

0.2%

900

2.3Engineers, All Other

0.2%

870

2.8Transportation, Storage, and Distribution Managers

0.1%

850

4.0Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic

0.1%

860

2.0Computer and Information Systems Managers

0.1%

2,630

2.0Riggers

0.1%

780

3.1Network and Computer Systems Administrators

0.1%

760

3.8Forging Machine Setters, Operators, and Tenders, Metal and Plastic

0.1%

770

3.8Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders

0.1%

780

2.7Occupational Health and Safety Specialists

0.1%

750

1.5Managers, All Other

0.1%

720

2.4Financial and Investment Analysts

0.1%

750

2.5Computer Systems Analysts

0.1%

740

3.8Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic

0.1%

730

3.0Facilities Managers

0.1%

2,130

2.5Motorboat Mechanics and Service Technicians

0.1%

2,060

2.9Cabinetmakers and Bench Carpenters

0.1%

600

4.2Machine Feeders and Offbearers

0.1%

590

3.7Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic

0.1%

640

4.0Mechanical Drafters

0.1%

550

3.2Engineering Technologists and Technicians, Except Drafters, All Other

0.1%

500

2.0Management Analysts

0.1%

440

3.2Light Truck Drivers

0.1%

420

2.2Sales Engineers

0.1%

440

2.8Electrical and Electronics Repairers, Commercial and Industrial Equipment

0.1%

460

3.6Metal-Refining Furnace Operators and Tenders

0.1%

440

3.8Plating Machine Setters, Operators, and Tenders, Metal and Plastic

0.1%

450

2.5Materials Engineers

0.1%

410

3.5Procurement Clerks

0.1%

370

2.0Installation, Maintece, and Repair Workers, All Other

0.1%

390

4.1Metal Workers and Plastic Workers, All Other

0.1%

390

3.8Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders

0.1%

410

2.3Computer Occupations, All Other

0.1%

310

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.1%

320

3.3Executive Secretaries and Executive Administrative Assistants

0.1%

350

3.1Electronic Equipment Installers and Repairers, Motor Vehicles

0.1%

350

3.7Coil Winders, Tapers, and Finishers

0.1%

320

3.5Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic

0.1%

340

3.8Mixing and Blending Machine Setters, Operators, and Tenders

0.1%

330

1.5Commercial and Industrial Designers

0.1%

360

2.5Marketing Managers

0.1%

1,050

2.5Recreational Vehicle Service Technicians

0.1%

270

2.3Crane and Tower Operators

0.1%

290

2.8Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products

0.1%

300

4.0Order Clerks

0.1%

280

2.5Painters, Construction and Maintece

0.1%

270

2.2Bus and Truck Mechanics and Diesel Engine Specialists

0.1%

300

2.8Security Guards

0.1%

250

2.5First-Line Supervisors of Non-Retail Sales Workers

0.1%

270

3.8Tool Grinders, Filers, and Sharpeners

0.1%

290

3.9Woodworking Machine Setters, Operators, and Tenders, Except Sawing

0.1%

250

2.6Electro-Mechanical and Mechatronics Technologists and Technicians

0.1%

260

0.5Chief Executives

0.1%

290

2.8Administrative Services Managers

0.1%

280

4.2Cost Estimators

0.1%

870

2.3Commercial Pilots

0.1%

900

2.3Transportation Inspectors

0.0%

200

4.0Cleaners of Vehicles and Equipment

0.0%

230

3.8Billing and Posting Clerks

0.0%

230

3.8Payroll and Timekeeping Clerks

0.0%

200

3.2Receptionists and Information Clerks

0.0%

210

4.0Weighers, Measurers, Checkers, and Samplers, Recordkeeping

0.0%

210

2.2Carpenters

0.0%

200

3.9Painting, Coating, and Decorating Workers

0.0%

210

3.2Electronics Engineers, Except Computer

0.0%

240

2.7Compliance Officers

0.0%

610

2.7Electric Motor, Power Tool, and Related Repairers

0.0%

160

1.5Information Security Analysts

0.0%

140

2.8Computer Network Support Specialists

0.0%

150

2.8Computer Network Architects

0.0%

140

3.7Dispatchers, Except Police, Fire, and Ambulance

0.0%

180

4.8Data Entry Keyers

0.0%

160

3.8Parts Salespersons

0.0%

160

4.2Rolling Machine Setters, Operators, and Tenders, Metal and Plastic

0.0%

190

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

0.0%

150

2.8Model Makers, Metal and Plastic

0.0%

180

4.3Foundry Mold and Coremakers

0.0%

190

Textile Cutting Machine Setters, Operators, and Tenders

0.0%

150

4.0Cutting and Slicing Machine Setters, Operators, and Tenders

0.0%

190

3.5Software Quality Assurance Analysts and Testers

0.0%

180

2.8Data Scientists

0.0%

170

1.5Health and Safety Engineers, Except Mining Safety Engineers and Inspectors

0.0%

160

2.5Calibration Technologists and Technicians

0.0%

150

2.5Occupational Health and Safety Technicians

0.0%

150

3.0Compensation, Benefits, and Job Analysis Specialists

0.0%

510

3.2Architectural and Civil Drafters

0.0%

540

2.0Physical Scientists, All Other

0.0%

2.8Sales and Related Workers, All Other

0.0%

100

2.8Automotive Body and Related Repairers

0.0%

130

2.0Mobile Heavy Equipment Mechanics, Except Engines

0.0%

140

2.5Heating, Air Conditioning, and Refrigeration Mechanics and Installers

0.0%

120

3.8Helpers--Installation, Maintece, and Repair Workers

0.0%

120

1.3Registered Nurses

0.0%

120

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

0.0%

110

4.1Printing Press Operators

0.0%

130

4.2Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers

0.0%

100

3.5Chemical Equipment Operators and Tenders

0.0%

120

4.2Adhesive Bonding Machine Operators and Tenders

0.0%

130

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

0.0%

110

3.8Computer Programmers

0.0%

3.5Web Developers

0.0%

120

1.8Computer Hardware Engineers

0.0%

100

2.2Environmental Engineers

0.0%

110

2.8Life, Physical, and Social Science Technicians, All Other

0.0%

120

2.5Graphic Designers

0.0%

130

1.8Public Relations Specialists

0.0%

2.6Technical Writers

0.0%

120

2.0Interpreters and Translators

0.0%

290

2.3Helpers--Electricians

0.0%

340

2.8Electrical and Electronics Installers and Repairers, Transportation Equipment

0.0%

320

3.1Rail Car Repairers

0.0%

260

2.3Home Appliance Repairers

0.0%

340

3.4Electrical and Electronics Drafters

0.0%

280

1.3Nuclear Technicians

0.0%

310

0.3Firefighters

0.0%

3.0Driver/Sales Workers

0.0%

4.2Material Moving Workers, All Other

0.0%

3.0Budget Analysts

0.0%

3.5Credit Analysts

0.0%

2.1Financial Specialists, All Other

0.0%

3.0Database Administrators

0.0%

2.5Database Architects

0.0%

3.8Bill and Account Collectors

0.0%

4.7File Clerks

0.0%

3.7Office and Administrative Support Workers, All Other

0.0%

1.5First-Line Supervisors of Construction Trades and Extraction Workers

0.0%

3.2Sheet Metal Workers

0.0%

2.5First-Line Supervisors of Retail Sales Workers

0.0%

3.3Retail Salespersons

0.0%

3.2Structural Metal Fabricators and Fitters

0.0%

3.2Fiberglass Laminators and Fabricators

0.0%

3.8Layout Workers, Metal and Plastic

0.0%

3.7Textile, Apparel, and Furnishings Workers, All Other

0.0%

4.1Grinding and Polishing Workers, Hand

0.0%

4.0Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders

0.0%

3.8Molders, Shapers, and Casters, Except Metal and Plastic

0.0%

2.8Web and Digital Interface Designers

0.0%

3.2Operations Research Analysts

0.0%

2.0Civil Engineers

0.0%

3.8Drafters, All Other

0.0%

2.5Chemists

0.0%

2.3Chemical Technicians

0.0%

1.4Lawyers

0.0%

1.8Training and Development Managers

0.0%

1.8Labor Relations Specialists

0.0%

1.0Protective Service Workers, All Other

0.0%

140

3.3Landscaping and Groundskeeping Workers

0.0%

190

3.7Counter and Rental Clerks

0.0%

140

1.3Private Detectives and Investigators

0.0%

120

3.5Etchers and Engravers

0.0%

140

1.8Airline Pilots, Copilots, and Flight Engineers

0.0%

220

1.8Airfield Operations Specialists

0.0%

210

2.8Motor Vehicle Operators, All Other

0.0%

110

2.5Sailors and Marine Oilers

0.0%

210

2.0Captains, Mates, and Pilots of Water Vessels

0.0%

120

2.1Meeting, Convention, and Event Planners

0.0%

110

2.1Financial Risk Specialists

0.0%

190

1.8Construction Laborers

0.0%

180

2.3Operating Engineers and Other Construction Equipment Operators

0.0%

100

2.5Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters

0.0%

240

3.0Helpers, Construction Trades, All Other

0.0%

200

Miscellaneous Construction and Related Workers

0.0%

110

2.3Motorcycle Mechanics

0.0%

130

3.7Statisticians

0.0%

230

2.4Environmental Engineering Technologists and Technicians

0.0%

110

2.0Environmental Scientists and Specialists, Including Health

0.0%

200

3.2Paralegals and Legal Assistants

0.0%

180

2.3Special Effects Artists and Animators

0.0%

1.5First-Line Supervisors of Security Workers

0.0%

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

0.0%

250

2.2Editors

0.0%

140

2.2Compensation and Benefits Managers

0.0%

240

1.6Construction Managers

0.0%

180

2.1Public Relations Managers

0.0%

220

2.0Boilermakers

0.0%

130

4.1Sawing Machine Setters, Operators, and Tenders, Wood

0.0%

190

4.3Cutters and Trimmers, Hand

0.0%

140

3.6Semiconductor Processing Technicians

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