Ainxiety | Food Product Machinery Manufacturing

Food Product Machinery Manufacturing

# 584 overall · better than 62.0% of other industries

2/5Moderate Risk
AInxiety Score™

1/5

Capex Requirements

2/5

Complexity

2/5

Regulatory Compliance

2/5

Workforce Flexibility

2/5

Adaptability

3/5

Data Intensity

Considering the mix of complexity, regulatory requirements, capital investment needs, data intensity, workforce flexibility, and adaptability, Food Product Machinery Manufacturing has potential for AI integration, primarily in optimization and repetitive tasks. However, significant challenges in terms of specialized knowledge and physical infrastructure remain.

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Food Product Machinery Manufacturing

Should AI be regulated in this industry?

Yes

Risk composition of jobs in this industry

0 jobs in Industrial Machinery Manufacturing

15.8%

122,540

Miscellaneous Assemblers and Fabricators

7.8%

60,390

3.2Welders, Cutters, Solderers, and Brazers

3.7%

28,930

2.5Mechanical Engineers

3.5%

27,580

2.8First-Line Supervisors of Production and Operating Workers

3.5%

27,450

3.8Machinists

2.7%

20,970

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

2.6%

20,170

3.5Computer Numerically Controlled Tool Operators

2.5%

19,820

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

2.5%

19,350

2.7Industrial Engineers

2.3%

17,950

2.3Industrial Machinery Mechanics

2.3%

17,850

4.0Electromechanical Equipment Assemblers

2.3%

17,810

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

2.2%

17,210

4.3Shipping, Receiving, and Inventory Clerks

2.0%

15,860

1.5General and Operations Managers

1.5%

11,420

2.1Buyers and Purchasing Agents, Farm Products

1.4%

11,270

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

1.4%

10,820

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

1.3%

10,350

2.5Industrial Production Managers

1.2%

9,470

3.2Production, Planning, and Expediting Clerks

1.2%

9,150

2.8Maintece and Repair Workers, General

1.1%

8,950

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

1.1%

8,700

3.3Customer Service Representatives

1.0%

7,810

3.2Accountants and Auditors

1.0%

7,570

1.6Architectural and Engineering Managers

0.9%

7,280

3.8Bookkeeping, Accounting, and Auditing Clerks

0.9%

7,040

4.2Office Clerks, General

0.8%

6,100

3.9Production Workers, All Other

0.8%

6,110

Industrial Truck and Tractor Operators

0.8%

6,070

2.3Electrical Engineers

0.8%

5,980

2.3Software Developers

0.7%

5,720

2.2Project Management Specialists

0.7%

5,740

3.9Stockers and Order Fillers

0.7%

5,690

1.5Sales Managers

0.7%

5,140

3.8Engine and Other Machine Assemblers

0.6%

4,720

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

0.6%

4,650

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

0.6%

4,550

2.5Heating, Air Conditioning, and Refrigeration Mechanics and Installers

0.6%

4,530

3.8Helpers--Production Workers

0.6%

4,330

4.0Mechanical Drafters

0.6%

4,350

2.5Human Resources Specialists

0.6%

4,330

3.0Logisticians

0.6%

4,380

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

0.6%

4,370

2.6First-Line Supervisors of Office and Administrative Support Workers

0.5%

4,230

3.1Market Research Analysts and Marketing Specialists

0.5%

4,010

2.2Financial Managers

0.5%

4,050

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

0.5%

3,730

3.3Industrial Engineering Technologists and Technicians

0.4%

3,370

3.0Mechanical Engineering Technologists and Technicians

0.4%

3,230

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

0.4%

3,220

3.2Structural Metal Fabricators and Fitters

0.4%

2,950

2.3Engineers, All Other

0.4%

2,950

2.8Business Operations Specialists, All Other

0.4%

2,850

2.0Mobile Heavy Equipment Mechanics, Except Engines

0.4%

2,780

3.3Computer User Support Specialists

0.4%

2,830

2.0Electricians

0.3%

2,710

3.5Computer Numerically Controlled Tool Programmers

0.3%

2,580

2.1Electrical and Electronic Engineering Technologists and Technicians

0.3%

2,520

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

0.3%

2,380

2.0Computer and Information Systems Managers

0.3%

2,410

3.8Janitors and Cleaners, Except Maids and Housekeeping Cleaners

0.3%

2,360

1.5Managers, All Other

0.3%

2,330

2.0Tool and Die Makers

0.3%

2,280

4.5Packers and Packagers, Hand

0.3%

2,080

2.5Marketing Managers

0.3%

2,080

2.2Sales Engineers

0.3%

2,030

2.7Recycling Coordinators

0.3%

1,940

3.0Heavy and Tractor-Trailer Truck Drivers

0.2%

1,870

3.2Purchasing Managers

0.2%

1,770

3.1Network and Computer Systems Administrators

0.2%

1,770

2.5First-Line Supervisors of Non-Retail Sales Workers

0.2%

1,720

2.8Transportation, Storage, and Distribution Managers

0.2%

1,710

2.1Maintece Workers, Machinery

0.2%

1,650

2.0Plumbers, Pipefitters, and Steamfitters

0.2%

1,640

3.2Sheet Metal Workers

0.2%

2,390

3.8Ophthalmic Laboratory Technicians

0.2%

1,480

1.5Human Resources Managers

0.2%

1,480

1.7Training and Development Specialists

0.2%

1,510

4.5Packaging and Filling Machine Operators and Tenders

0.2%

1,310

2.3Computer Occupations, All Other

0.2%

1,330

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

0.2%

1,210

3.2Engineering Technologists and Technicians, Except Drafters, All Other

0.2%

1,210

4.2Cost Estimators

0.2%

1,230

2.5Computer Systems Analysts

0.2%

1,270

3.7Coil Winders, Tapers, and Finishers

0.1%

1,170

2.6Electro-Mechanical and Mechatronics Technologists and Technicians

0.1%

1,160

2.7Occupational Health and Safety Specialists

0.1%

1,160

3.3Executive Secretaries and Executive Administrative Assistants

0.1%

1,070

2.8Administrative Services Managers

0.1%

1,120

3.2Electronics Engineers, Except Computer

0.1%

1,020

2.5Materials Engineers

0.1%

1,040

2.0Installation, Maintece, and Repair Workers, All Other

0.1%

940

2.6Technical Writers

0.1%

940

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

0.1%

930

3.2Receptionists and Information Clerks

0.1%

870

1.5Commercial and Industrial Designers

0.1%

830

2.0Management Analysts

0.1%

890

3.8Helpers--Installation, Maintece, and Repair Workers

0.1%

860

3.5Procurement Clerks

0.1%

780

0.5Chief Executives

0.1%

790

2.4Financial and Investment Analysts

0.1%

770

3.8Computer Programmers

0.1%

800

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

0.1%

800

4.0Order Clerks

0.1%

720

3.8Parts Salespersons

0.1%

730

1.5First-Line Supervisors of Construction Trades and Extraction Workers

0.1%

680

4.0Cleaners of Vehicles and Equipment

0.1%

630

3.0Facilities Managers

0.1%

620

2.5Graphic Designers

0.1%

630

2.8Electrical and Electronics Repairers, Commercial and Industrial Equipment

0.1%

600

3.0Farm Equipment Mechanics and Service Technicians

0.1%

620

3.8Payroll and Timekeeping Clerks

0.1%

660

2.5Painters, Construction and Maintece

0.1%

650

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

0.1%

610

4.0Cutting and Slicing Machine Setters, Operators, and Tenders

0.1%

630

3.2Light Truck Drivers

0.1%

550

2.4Millwrights

0.1%

530

2.0Riggers

0.1%

560

3.2Fiberglass Laminators and Fabricators

0.1%

540

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

0.1%

550

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

0.1%

520

3.8Tool Grinders, Filers, and Sharpeners

0.1%

550

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

0.1%

540

3.8Paper Goods Machine Setters, Operators, and Tenders

0.1%

580

2.3Crane and Tower Operators

0.1%

440

1.7Petroleum Engineers

0.1%

440

2.8Computer Network Support Specialists

0.1%

470

3.5Software Quality Assurance Analysts and Testers

0.1%

440

2.4Chemical Engineers

0.1%

470

2.5Service Unit Operators, Oil and Gas

0.1%

470

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

0.1%

460

3.8Billing and Posting Clerks

0.1%

450

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.1%

470

4.8Data Entry Keyers

0.1%

470

4.1Sewing Machine Operators

0.1%

470

4.2Machine Feeders and Offbearers

0.1%

370

3.4Electrical and Electronics Drafters

0.1%

410

2.5Occupational Health and Safety Technicians

0.1%

410

2.7Compliance Officers

0.1%

370

2.8Data Scientists

0.1%

390

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

0.1%

350

3.6Metal-Refining Furnace Operators and Tenders

0.1%

400

3.3Retail Salespersons

0.1%

390

2.1Elevator and Escalator Installers and Repairers

0.1%

400

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

0.1%

390

3.8Mixing and Blending Machine Setters, Operators, and Tenders

0.0%

270

2.3Materials Scientists

0.0%

280

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

0.0%

320

1.4Lawyers

0.0%

270

1.8Public Relations Specialists

0.0%

350

1.8Computer Hardware Engineers

0.0%

320

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

0.0%

280

3.8Bill and Account Collectors

0.0%

280

3.7Office and Administrative Support Workers, All Other

0.0%

340

4.1Metal Workers and Plastic Workers, All Other

0.0%

350

3.9Painting, Coating, and Decorating Workers

0.0%

230

3.2Architectural and Civil Drafters

0.0%

240

3.8Drafters, All Other

0.0%

200

2.5Chemists

0.0%

240

3.0Compensation, Benefits, and Job Analysis Specialists

0.0%

200

2.1Financial Specialists, All Other

0.0%

230

2.8Computer Network Architects

0.0%

210

3.5Web Developers

0.0%

200

3.2Operations Research Analysts

0.0%

250

3.0Roustabouts, Oil and Gas

0.0%

250

2.2Bus and Truck Mechanics and Diesel Engine Specialists

0.0%

260

2.0Precision Instrument and Equipment Repairers, All Other

0.0%

200

4.7File Clerks

0.0%

210

3.7Dispatchers, Except Police, Fire, and Ambulance

0.0%

220

4.0Weighers, Measurers, Checkers, and Samplers, Recordkeeping

0.0%

200

1.8Construction Laborers

0.0%

220

4.3Foundry Mold and Coremakers

0.0%

220

3.8Layout Workers, Metal and Plastic

0.0%

230

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

0.0%

240

4.1Grinding and Polishing Workers, Hand

0.0%

200

3.5Etchers and Engravers

0.0%

250

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

0.0%

180

2.3Chemical Technicians

0.0%

140

1.8Training and Development Managers

0.0%

150

3.5Credit Analysts

0.0%

140

1.5Information Security Analysts

0.0%

180

3.0Database Administrators

0.0%

130

1.8Aircraft Mechanics and Service Technicians

0.0%

180

2.8Sales and Related Workers, All Other

0.0%

190

3.8Prepress Technicians and Workers

0.0%

190

4.1Printing Press Operators

0.0%

140

4.1Sawing Machine Setters, Operators, and Tenders, Wood

0.0%

160

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

0.0%

240

2.0Wind Turbine Service Technicians

0.0%

200

1.5Aerospace Engineers

0.0%

2.1Public Relations Managers

0.0%

2.5Calibration Technologists and Technicians

0.0%

110

2.2Geoscientists, Except Hydrologists and Geographers

0.0%

2.5Environmental Science and Protection Technicians, Including Health

0.0%

100

2.5Geological Technicians, Except Hydrologic Technicians

0.0%

3.2Paralegals and Legal Assistants

0.0%

3.1Legal Support Workers, All Other

0.0%

1.3Registered Nurses

0.0%

2.2Compensation and Benefits Managers

0.0%

1.6Construction Managers

0.0%

110

1.2Natural Sciences Managers

0.0%

2.7Property, Real Estate, and Community Association Managers

0.0%

1.8Labor Relations Specialists

0.0%

110

3.0Budget Analysts

0.0%

2.5Database Architects

0.0%

100

2.8Web and Digital Interface Designers

0.0%

1.2Architects, Except Landscape and Naval

0.0%

3.1Agricultural Engineers

0.0%

2.0Civil Engineers

0.0%

110

2.2Environmental Engineers

0.0%

100

2.8Rotary Drill Operators, Oil and Gas

0.0%

2.5Computer, Automated Teller, and Office Machine Repairers

0.0%

2.7Electric Motor, Power Tool, and Related Repairers

0.0%

110

4.0Tire Repairers and Changers

0.0%

100

3.3Control and Valve Installers and Repairers, Except Mechanical Door

0.0%

2.5First-Line Supervisors of Retail Sales Workers

0.0%

2.3Operating Engineers and Other Construction Equipment Operators

0.0%

2.1Structural Iron and Steel Workers

0.0%

3.0Helpers, Construction Trades, All Other

0.0%

4.0Patternmakers, Metal and Plastic

0.0%

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

0.0%

2.5Woodworkers, All Other

0.0%

2.8Water and Wastewater Treatment Plant and System Operators

0.0%

3.2Plant and System Operators, All Other

0.0%

4.0Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

0.0%

4.3Cutters and Trimmers, Hand

0.0%

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

0.0%

100

4.2Adhesive Bonding Machine Operators and Tenders

0.0%

2.3Commercial Pilots

0.0%

3.0Driver/Sales Workers

0.0%

3.2Pump Operators, Except Wellhead Pumpers

0.0%

100

4.2Material Moving Workers, All Other

0.0%

3.3Landscaping and Groundskeeping Workers

0.0%

3.5Chemical Equipment Operators and Tenders

0.0%

2.5Coin, Vending, and Amusement Machine Servicers and Repairers

0.0%

2.8Automotive Service Technicians and Mechanics

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