Ainxiety | Frozen Specialty Food Manufacturing

Frozen Specialty Food Manufacturing

# 1615 overall · better than -5.2% of other industries

3.5/5Moderate Risk
AInxiety Score™

2/5

Regulatory Compliance

3/5

Capex Requirements

3/5

Data Intensity

3/5

Adaptability

4/5

Complexity

4/5

Workforce Flexibility

Overall, the frozen specialty food manufacturing industry shows a high potential for automation and AI integration due to its standardized processes and moderate regulatory barriers. The need for significant physical infrastructure is balanced by opportunities for digital transformation. The workforce is largely engaged in tasks that are amenable to automation, contributing to the industry's adaptability for AI-driven enhancements.

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Frozen Specialty Food Manufacturing

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Risk composition of jobs in this industry

0 jobs in Fruit and Vegetable Preserving and Specialty Food Manufacturing

15.3%

26,210

4.5Packaging and Filling Machine Operators and Tenders

12.9%

22,100

4.2Food Batchmakers

6.4%

110,200

4.1Meat, Poultry, and Fish Cutters and Trimmers

5.0%

8,480

2.3Industrial Machinery Mechanics

4.8%

8,280

Industrial Truck and Tractor Operators

4.4%

7,460

2.8First-Line Supervisors of Production and Operating Workers

4.3%

7,430

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

3.9%

6,670

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

3.9%

66,320

3.8Slaughterers and Meat Packers

3.1%

5,220

3.7Food Cooking Machine Operators and Tenders

3.0%

5,100

4.5Packers and Packagers, Hand

2.3%

3,840

2.8Maintece and Repair Workers, General

2.2%

3,690

Miscellaneous Assemblers and Fabricators

2.1%

3,650

4.5Food Processing Workers, All Other

1.8%

235,340

4.0Electromechanical Equipment Assemblers

1.8%

3,030

3.8Janitors and Cleaners, Except Maids and Housekeeping Cleaners

1.7%

2,930

4.0Cleaners of Vehicles and Equipment

1.7%

2,860

3.8Helpers--Production Workers

1.5%

2,500

4.3Shipping, Receiving, and Inventory Clerks

1.4%

2,340

4.0Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders

1.2%

2,080

1.5General and Operations Managers

1.1%

1,950

3.9Production Workers, All Other

1.0%

1,770

2.5Industrial Production Managers

1.0%

1,680

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

1.0%

1,680

4.2Graders and Sorters, Agricultural Products

1.0%

1,670

3.1Food Science Technicians

0.9%

1,550

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

0.8%

1,450

3.2Production, Planning, and Expediting Clerks

0.8%

1,460

2.7Recycling Coordinators

0.8%

1,440

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

0.8%

107,490

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

0.8%

1,390

3.9Stockers and Order Fillers

0.8%

1,280

4.2Office Clerks, General

0.7%

11,980

3.8Butchers and Meat Cutters

0.7%

86,900

4.1Sewing Machine Operators

0.6%

1,090

3.3Retail Salespersons

0.6%

990

3.8Bookkeeping, Accounting, and Auditing Clerks

0.6%

990

3.0Heavy and Tractor-Trailer Truck Drivers

0.6%

73,570

2.9Cabinetmakers and Bench Carpenters

0.6%

71,240

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

0.6%

930

3.2Accountants and Auditors

0.5%

930

2.5Human Resources Specialists

0.5%

890

3.0Logisticians

0.5%

850

2.1Buyers and Purchasing Agents, Farm Products

0.5%

830

3.3Customer Service Representatives

0.5%

820

2.0Electricians

0.5%

820

2.1Maintece Workers, Machinery

0.5%

770

3.8Food Preparation Workers

0.4%

750

3.8Mixing and Blending Machine Setters, Operators, and Tenders

0.4%

56,580

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

0.4%

680

3.1Food Scientists and Technologists

0.4%

680

2.7Industrial Engineers

0.4%

670

2.6First-Line Supervisors of Office and Administrative Support Workers

0.4%

610

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

0.4%

46,710

3.2Structural Metal Fabricators and Fitters

0.3%

45,150

3.8Engine and Other Machine Assemblers

0.3%

540

1.5Sales Managers

0.3%

530

3.2Light Truck Drivers

0.3%

490

2.8Business Operations Specialists, All Other

0.3%

500

3.9Fast Food and Counter Workers

0.3%

36,900

4.1Sawing Machine Setters, Operators, and Tenders, Wood

0.3%

33,250

3.8Print Binding and Finishing Workers

0.3%

430

3.1Market Research Analysts and Marketing Specialists

0.3%

420

4.0Cutting and Slicing Machine Setters, Operators, and Tenders

0.2%

30,710

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

0.2%

31,200

1.5Aerospace Engineers

0.2%

400

2.8Transportation, Storage, and Distribution Managers

0.2%

390

2.2Financial Managers

0.2%

29,080

3.1Dental Laboratory Technicians

0.2%

29,160

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

0.2%

380

4.0Farmworkers and Laborers, Crop, Nursery, and Greenhouse

0.2%

370

2.5Heating, Air Conditioning, and Refrigeration Mechanics and Installers

0.2%

380

3.6Bakers

0.2%

360

1.7Training and Development Specialists

0.2%

27,010

3.2Sheet Metal Workers

0.2%

350

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

0.2%

25,560

3.6Semiconductor Processing Technicians

0.2%

25,520

2.5Aircraft Structure, Surfaces, Rigging, and Systems Assemblers

0.2%

320

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.2%

330

3.7Cooling and Freezing Equipment Operators and Tenders

0.2%

320

4.1Conveyor Operators and Tenders

0.2%

320

4.2Machine Feeders and Offbearers

0.2%

24,570

1.8Aircraft Mechanics and Service Technicians

0.2%

24,880

1.8Computer Hardware Engineers

0.2%

23,420

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

0.2%

23,050

4.0Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders

0.2%

270

3.8Cooks, Institution and Cafeteria

0.2%

20,030

3.7Tire Builders

0.1%

260

1.5Human Resources Managers

0.1%

260

1.5Managers, All Other

0.1%

18,800

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

0.1%

19,650

3.6Metal-Refining Furnace Operators and Tenders

0.1%

18,630

3.2Fiberglass Laminators and Fabricators

0.1%

240

2.7Occupational Health and Safety Specialists

0.1%

18,570

3.8Prepress Technicians and Workers

0.1%

17,450

3.7Petroleum Pump System Operators, Refinery Operators, and Gaugers

0.1%

210

2.8Electrical and Electronics Repairers, Commercial and Industrial Equipment

0.1%

2,240

3.5Farmworkers, Farm, Ranch, and Aquacultural Animals

0.1%

16,770

3.8Chemical Plant and System Operators

0.1%

15,450

4.2Textile Knitting and Weaving Machine Setters, Operators, and Tenders

0.1%

15,860

3.2Upholsterers

0.1%

190

3.2Purchasing Managers

0.1%

190

2.7Compliance Officers

0.1%

190

3.8Payroll and Timekeeping Clerks

0.1%

190

3.0Facilities Managers

0.1%

190

4.0Weighers, Measurers, Checkers, and Samplers, Recordkeeping

0.1%

180

3.0Farm Equipment Mechanics and Service Technicians

0.1%

14,130

4.1Metal Workers and Plastic Workers, All Other

0.1%

13,720

2.5Materials Engineers

0.1%

14,080

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

0.1%

170

3.3Industrial Engineering Technologists and Technicians

0.1%

170

0.5Chief Executives

0.1%

160

2.5Marketing Managers

0.1%

180

3.2Stationary Engineers and Boiler Operators

0.1%

150

2.2Project Management Specialists

0.1%

160

2.8Water and Wastewater Treatment Plant and System Operators

0.1%

150

3.2First-Line Supervisors of Housekeeping and Janitorial Workers

0.1%

150

3.5Procurement Clerks

0.1%

11,490

4.3Foundry Mold and Coremakers

0.1%

11,870

2.2Sales Engineers

0.1%

130

2.4Financial and Investment Analysts

0.1%

140

3.3Computer User Support Specialists

0.1%

140

3.7Agricultural Equipment Operators

0.1%

140

3.0Driver/Sales Workers

0.1%

130

4.2Material Moving Workers, All Other

0.1%

140

3.1Cooks, All Other

0.1%

9,820

3.7Textile, Apparel, and Furnishings Workers, All Other

0.1%

10,090

3.8Furniture Finishers

0.1%

10,830

3.7Coil Winders, Tapers, and Finishers

0.1%

130

3.2Receptionists and Information Clerks

0.1%

110

3.8Cashiers

0.1%

130

3.8Billing and Posting Clerks

0.1%

120

2.0Mobile Heavy Equipment Mechanics, Except Engines

0.1%

120

3.8Helpers--Installation, Maintece, and Repair Workers

0.1%

1,250

2.8Agricultural Inspectors

0.1%

1,210

3.6Waiters and Waitresses

0.1%

9,510

4.1Grinding and Polishing Workers, Hand

0.1%

8,380

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

0.1%

8,570

1.2Avionics Technicians

0.1%

100

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

0.1%

100

1.8Public Relations Specialists

0.1%

110

2.0Management Analysts

0.1%

100

2.5First-Line Supervisors of Retail Sales Workers

0.1%

100

2.5First-Line Supervisors of Non-Retail Sales Workers

0.1%

2.0Computer and Information Systems Managers

0.1%

100

3.3Executive Secretaries and Executive Administrative Assistants

0.1%

100

3.8Paper Goods Machine Setters, Operators, and Tenders

0.1%

110

2.8Security Guards

0.1%

7,760

2.1Medical Appliance Technicians

0.1%

7,960

3.8Ophthalmic Laboratory Technicians

0.1%

7,890

3.2Architectural and Civil Drafters

0.1%

8,050

Textile Cutting Machine Setters, Operators, and Tenders

0.1%

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

0.1%

2.1Electrical and Electronic Engineering Technologists and Technicians

0.1%

2.4Biological Technicians

0.1%

2.5Occupational Health and Safety Technicians

0.1%

1.6Architectural and Engineering Managers

0.1%

3.1Network and Computer Systems Administrators

0.1%

4.7Dishwashers

0.1%

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

0.1%

2.0Chefs and Head Cooks

0.1%

2.8First-Line Supervisors of Food Preparation and Serving Workers

0.1%

850

2.3Chemical Technicians

0.1%

6,550

2.2Jewelers and Precious Stone and Metal Workers

0.1%

6,500

1.0Medical Scientists, Except Epidemiologists

0.1%

5,880

1.2Bioengineers and Biomedical Engineers

0.1%

6,510

3.8Drafters, All Other

0.0%

3.7Dispatchers, Except Police, Fire, and Ambulance

0.0%

3.8Computer Programmers

0.0%

3.5Chemical Equipment Operators and Tenders

0.0%

2.8Administrative Services Managers

0.0%

4.1Printing Press Operators

0.0%

690

2.5Chemists

0.0%

4,930

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

0.0%

5,260

3.6Pourers and Casters, Metal

0.0%

5,120

3.8Layout Workers, Metal and Plastic

0.0%

4,680

2.5Calibration Technologists and Technicians

0.0%

5,410

2.5Tile and Stone Setters

0.0%

5,210

2.1Structural Iron and Steel Workers

0.0%

4,860

2.8Automotive Body and Related Repairers

0.0%

5,250

1.5Marine Engineers and Naval Architects

0.0%

5,300

3.8Shoe and Leather Workers and Repairers

0.0%

4,510

4.0Shoe Machine Operators and Tenders

0.0%

5,770

2.5Woodworkers, All Other

0.0%

4,500

2.0Riggers

0.0%

5,580

2.5Aerospace Engineering and Operations Technologists and Technicians

0.0%

4.0Order Clerks

0.0%

2.5Graphic Designers

0.0%

1.8Training and Development Managers

0.0%

2.5Computer Systems Analysts

0.0%

2.3Software Developers

0.0%

3.8Maids and Housekeeping Cleaners

0.0%

3.3Landscaping and Groundskeeping Workers

0.0%

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

0.0%

2.5Mechanical Engineers

0.0%

4.8Data Entry Keyers

0.0%

2.0Boilermakers

0.0%

2.2Bus and Truck Mechanics and Diesel Engine Specialists

0.0%

3.5Computer Numerically Controlled Tool Programmers

0.0%

3.5Cooks, Restaurant

0.0%

580

2.3Engineers, All Other

0.0%

580

3.0Agricultural Technicians

0.0%

560

3.8Cooks, Fast Food

0.0%

570

3.7Counter and Rental Clerks

0.0%

440

3.0Demonstrators and Product Promoters

0.0%

550

2.0Installation, Maintece, and Repair Workers, All Other

0.0%

470

3.8Machinists

0.0%

520

3.2Welders, Cutters, Solderers, and Brazers

0.0%

520

2.3Crane and Tower Operators

0.0%

3,980

3.5Etchers and Engravers

0.0%

4,410

1.8Biological Scientists, All Other

0.0%

3,540

2.3Materials Scientists

0.0%

3,510

2.8Logging Equipment Operators

0.0%

4,370

3.1Cement Masons and Concrete Finishers

0.0%

4,060

2.0Civil Engineers

0.0%

3,950

3.4Electrical and Electronics Drafters

0.0%

4,480

3.7Mail Clerks and Mail Machine Operators, Except Postal Service

0.0%

2.0Soil and Plant Scientists

0.0%

2.3Microbiologists

0.0%

3.0Farmers, Ranchers, and Other Agricultural Managers

0.0%

2.8Computer Network Support Specialists

0.0%

2.3Computer Occupations, All Other

0.0%

3.2Plant and System Operators, All Other

0.0%

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

0.0%

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

0.0%

2.8Sales and Related Workers, All Other

0.0%

1.3Registered Nurses

0.0%

310

2.8Data Scientists

0.0%

320

2.6Food Service Managers

0.0%

320

3.0Compensation, Benefits, and Job Analysis Specialists

0.0%

270

4.7File Clerks

0.0%

320

3.7Office and Administrative Support Workers, All Other

0.0%

370

3.8Cooks, Short Order

0.0%

380

3.7Food Preparation and Serving Related Workers, All Other

0.0%

380

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

0.0%

350

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

0.0%

290

3.8Tool Grinders, Filers, and Sharpeners

0.0%

430

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

0.0%

390

3.9Painting, Coating, and Decorating Workers

0.0%

400

3.5Computer Numerically Controlled Tool Operators

0.0%

290

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

0.0%

340

3.8Tank Car, Truck, and Ship Loaders

0.0%

430

2.8Merchandise Displayers and Window Trimmers

0.0%

310

2.0Interpreters and Translators

0.0%

1,950

1.5Medical and Health Services Managers

0.0%

2,070

2.8Model Makers, Metal and Plastic

0.0%

2,070

4.0Patternmakers, Metal and Plastic

0.0%

2,910

3.2Log Graders and Scalers

0.0%

2,600

2.7Electric Motor, Power Tool, and Related Repairers

0.0%

2,140

2.5Motorboat Mechanics and Service Technicians

0.0%

2,320

2.5Medical Equipment Repairers

0.0%

2,030

1.7Petroleum Engineers

0.0%

2,130

1.8Fashion Designers

0.0%

2,760

3.0Pharmacy Technicians

0.0%

2,560

1.3Orthotists and Prosthetists

0.0%

2.8Computer Network Architects

0.0%

110

3.0Database Administrators

0.0%

120

3.5Web Developers

0.0%

100

2.8Web and Digital Interface Designers

0.0%

110

3.2Operations Research Analysts

0.0%

170

2.4Chemical Engineers

0.0%

240

2.3Electrical Engineers

0.0%

240

2.6Electro-Mechanical and Mechatronics Technologists and Technicians

0.0%

250

3.0Mechanical Engineering Technologists and Technicians

0.0%

210

3.2Engineering Technologists and Technicians, Except Drafters, All Other

0.0%

220

1.7Animal Scientists

0.0%

170

2.0Biochemists and Biophysicists

0.0%

100

2.1Public Relations Managers

0.0%

240

1.2Natural Sciences Managers

0.0%

150

2.1Meeting, Convention, and Event Planners

0.0%

160

2.1Financial Specialists, All Other

0.0%

100

1.5Information Security Analysts

0.0%

130

3.8Bill and Account Collectors

0.0%

3.0Agricultural Workers, All Other

0.0%

140

1.5First-Line Supervisors of Construction Trades and Extraction Workers

0.0%

210

1.8Construction Laborers

0.0%

2.3Operating Engineers and Other Construction Equipment Operators

0.0%

130

2.5Painters, Construction and Maintece

0.0%

1.7Dietitians and Nutritionists

0.0%

200

2.1Licensed Practical and Licensed Vocational Nurses

0.0%

130

3.9Dining Room and Cafeteria Attendants and Bartender Helpers

0.0%

130

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

0.0%

130

3.8Building Cleaning Workers, All Other

0.0%

180

2.0Animal Caretakers

0.0%

140

2.4Millwrights

0.0%

130

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

0.0%

150

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

0.0%

260

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

0.0%

110

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

0.0%

250

4.3Laundry and Dry-Cleaning Workers

0.0%

140

4.3Cutters and Trimmers, Hand

0.0%

100

3.8Shuttle Drivers and Chauffeurs

0.0%

130

3.2Pump Operators, Except Wellhead Pumpers

0.0%

120

0.2Clergy

0.0%

150

1.4Lawyers

0.0%

800

2.4Environmental Engineering Technologists and Technicians

0.0%

1,450

2.0Physical Scientists, All Other

0.0%

1,150

3.2Paralegals and Legal Assistants

0.0%

810

2.3Special Effects Artists and Animators

0.0%

690

3.8Food Servers, Nonrestaurant

0.0%

1,870

3.8Parts Salespersons

0.0%

1,460

2.2Stonemasons

0.0%

790

2.8Floor Layers, Except Carpet, Wood, and Hard Tiles

0.0%

1,810

3.5Paving, Surfacing, and Tamping Equipment Operators

0.0%

1,120

3.2Drywall and Ceiling Tile Installers

0.0%

1,680

2.3Glaziers

0.0%

820

2.2Reinforcing Iron and Rebar Workers

0.0%

1,390

2.3Roofers

0.0%

830

3.2Helpers--Carpenters

0.0%

740

3.0Helpers, Construction Trades, All Other

0.0%

1,310

Miscellaneous Construction and Related Workers

0.0%

1,190

3.7Excavating and Loading Machine and Dragline Operators, Surface Mining

0.0%

810

4.0Rock Splitters, Quarry

0.0%

1,670

2.5Computer, Automated Teller, and Office Machine Repairers

0.0%

1,110

3.1Electronic Equipment Installers and Repairers, Motor Vehicles

0.0%

1,050

2.5Recreational Vehicle Service Technicians

0.0%

1,490

4.0Tire Repairers and Changers

0.0%

640

2.8Mechanical Door Repairers

0.0%

1,680

3.3Control and Valve Installers and Repairers, Except Mechanical Door

0.0%

1,630

2.0Precision Instrument and Equipment Repairers, All Other

0.0%

1,310

1.2Computer and Information Research Scientists

0.0%

800

3.7Statisticians

0.0%

1,060

4.1Office Machine Operators, Except Computer

0.0%

1,700

4.0Pressers, Textile, Garment, and Related Materials

0.0%

1,910

3.0Sewers, Hand

0.0%

1,710

2.5Tailors, Dressmakers, and Custom Sewers

0.0%

1,670

3.0Fabric and Apparel Patternmakers

0.0%

1,090

3.0Gas Plant Operators

0.0%

1,010

2.3Transportation Inspectors

0.0%

680

3.9Manufactured Building and Mobile Home Installers

0.0%

950

2.0Interior Designers

0.0%

1,590

2.0Designers, All Other

0.0%

960

2.8Audio and Video Technicians

0.0%

1,210

2.4Pharmacists

0.0%

1,130

2.8Histology Technicians

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