Ainxiety | Rendering and Meat Byproduct Processing

Rendering and Meat Byproduct Processing

# 780 overall · better than 49.2% of other industries

2.4/5Moderate Risk
AInxiety Score™

2/5

Complexity

2/5

Regulatory Compliance

2/5

Workforce Flexibility

2/5

Adaptability

3/5

Capex Requirements

3/5

Data Intensity

Rendering and Meat Byproduct Processing is a complex industry that requires a mix of standardized and specialized processes. While regulatory and compliance barriers exist, they are not prohibitive. Investments in both physical and digital infrastructure are significant, and data usage is increasing. Workforce roles vary in specialization, influencing the pace of AI adoption and displacement potential.

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Rendering and Meat Byproduct Processing

Should AI be regulated in this industry?

Yes

Risk composition of jobs in this industry

0 jobs in Animal Slaughtering and Processing

18.6%

101,190

4.1Meat, Poultry, and Fish Cutters and Trimmers

12.2%

66,230

3.8Slaughterers and Meat Packers

8.0%

43,670

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

6.0%

32,370

4.5Packaging and Filling Machine Operators and Tenders

3.7%

20,270

2.8First-Line Supervisors of Production and Operating Workers

3.6%

19,810

4.5Food Processing Workers, All Other

3.5%

19,250

3.8Helpers--Production Workers

3.4%

18,670

4.5Packers and Packagers, Hand

3.4%

18,590

2.8Maintece and Repair Workers, General

3.1%

16,910

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

2.5%

13,750

3.8Janitors and Cleaners, Except Maids and Housekeeping Cleaners

2.3%

12,310

Industrial Truck and Tractor Operators

2.2%

11,770

3.8Butchers and Meat Cutters

1.8%

235,340

4.0Electromechanical Equipment Assemblers

1.6%

8,890

4.2Food Batchmakers

1.6%

8,830

2.3Industrial Machinery Mechanics

1.3%

6,940

4.3Shipping, Receiving, and Inventory Clerks

1.3%

6,860

4.2Graders and Sorters, Agricultural Products

1.2%

6,670

4.0Cleaners of Vehicles and Equipment

1.0%

5,390

3.7Food Cooking Machine Operators and Tenders

0.9%

4,870

3.0Heavy and Tractor-Trailer Truck Drivers

0.8%

4,550

4.2Machine Feeders and Offbearers

0.8%

4,550

3.9Production Workers, All Other

0.8%

107,490

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

0.8%

4,440

3.9Stockers and Order Fillers

0.8%

4,220

2.5Industrial Production Managers

0.7%

3,770

4.0Cutting and Slicing Machine Setters, Operators, and Tenders

0.7%

3,680

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

0.7%

86,900

4.1Sewing Machine Operators

0.6%

73,570

2.9Cabinetmakers and Bench Carpenters

0.6%

3,060

3.2Production, Planning, and Expediting Clerks

0.6%

71,240

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

0.6%

3,000

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

0.5%

2,940

1.5General and Operations Managers

0.5%

2,710

4.2Office Clerks, General

0.5%

2,540

1.7Training and Development Specialists

0.5%

2,490

3.7Cooling and Freezing Equipment Operators and Tenders

0.5%

2,460

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

0.4%

2,400

3.8Bookkeeping, Accounting, and Auditing Clerks

0.4%

56,580

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

0.4%

2,250

2.7Recycling Coordinators

0.4%

2,020

2.5Human Resources Specialists

0.4%

46,710

3.2Structural Metal Fabricators and Fitters

0.3%

45,150

3.8Engine and Other Machine Assemblers

0.3%

1,760

2.5Heating, Air Conditioning, and Refrigeration Mechanics and Installers

0.3%

1,730

3.8Mixing and Blending Machine Setters, Operators, and Tenders

0.3%

1,680

3.5Farmworkers, Farm, Ranch, and Aquacultural Animals

0.3%

1,640

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

0.3%

36,900

4.1Sawing Machine Setters, Operators, and Tenders, Wood

0.3%

1,490

3.2Light Truck Drivers

0.3%

1,410

2.1Maintece Workers, Machinery

0.3%

1,390

3.2Accountants and Auditors

0.3%

1,440

Miscellaneous Assemblers and Fabricators

0.3%

33,250

3.8Print Binding and Finishing Workers

0.3%

1,370

2.6First-Line Supervisors of Office and Administrative Support Workers

0.2%

30,710

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

0.2%

31,200

1.5Aerospace Engineers

0.2%

1,240

4.0Weighers, Measurers, Checkers, and Samplers, Recordkeeping

0.2%

1,240

2.8Water and Wastewater Treatment Plant and System Operators

0.2%

29,080

3.1Dental Laboratory Technicians

0.2%

29,160

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

0.2%

1,180

3.3Retail Salespersons

0.2%

1,170

2.7Occupational Health and Safety Specialists

0.2%

1,140

2.1Buyers and Purchasing Agents, Farm Products

0.2%

27,010

3.2Sheet Metal Workers

0.2%

1,110

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

0.2%

3,480

4.7Dishwashers

0.2%

25,560

3.6Semiconductor Processing Technicians

0.2%

25,520

2.5Aircraft Structure, Surfaces, Rigging, and Systems Assemblers

0.2%

1,020

2.8Security Guards

0.2%

24,570

1.8Aircraft Mechanics and Service Technicians

0.2%

24,880

1.8Computer Hardware Engineers

0.2%

990

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

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%

920

3.1Food Science Technicians

0.2%

860

3.3Customer Service Representatives

0.2%

20,030

3.7Tire Builders

0.1%

820

2.8Agricultural Inspectors

0.1%

790

3.1Food Scientists and Technologists

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%

18,570

3.8Prepress Technicians and Workers

0.1%

17,450

3.7Petroleum Pump System Operators, Refinery Operators, and Gaugers

0.1%

680

1.3Registered Nurses

0.1%

16,770

3.8Chemical Plant and System Operators

0.1%

640

2.0Electricians

0.1%

650

1.5Sales Managers

0.1%

630

2.2Financial Managers

0.1%

680

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.1%

15,450

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

0.1%

15,860

3.2Upholsterers

0.1%

620

2.8Transportation, Storage, and Distribution Managers

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%

560

2.8Business Operations Specialists, All Other

0.1%

560

2.7Industrial Engineers

0.1%

490

3.0Facilities Managers

0.1%

520

1.5Human Resources Managers

0.1%

510

4.0Order Clerks

0.1%

11,490

4.3Foundry Mold and Coremakers

0.1%

11,870

2.2Sales Engineers

0.1%

430

4.1Conveyor Operators and Tenders

0.1%

420

3.0Logisticians

0.1%

460

2.2Bus and Truck Mechanics and Diesel Engine Specialists

0.1%

430

3.8Paper Goods Machine Setters, Operators, and Tenders

0.1%

410

3.8Cashiers

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%

370

3.5Procurement Clerks

0.1%

380

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

0.1%

390

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

0.1%

400

3.0Driver/Sales Workers

0.1%

370

3.8Food Preparation Workers

0.1%

370

3.3Computer User Support Specialists

0.1%

380

2.5Occupational Health and Safety Technicians

0.1%

1,270

4.0Farmworkers and Laborers, Crop, Nursery, and Greenhouse

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%

310

2.7Compliance Officers

0.1%

340

1.5Managers, All Other

0.1%

350

3.3Landscaping and Groundskeeping Workers

0.1%

350

3.8Billing and Posting Clerks

0.1%

300

3.1Market Research Analysts and Marketing Specialists

0.1%

300

2.0Interpreters and Translators

0.1%

1,070

3.5Cooks, Restaurant

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%

270

0.5Chief Executives

0.1%

290

3.0Agricultural Technicians

0.1%

850

2.3Chemical Technicians

0.1%

880

2.0Chefs and Head Cooks

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%

210

3.2Purchasing Managers

0.0%

240

3.8Payroll and Timekeeping Clerks

0.0%

240

3.2Receptionists and Information Clerks

0.0%

200

2.2Project Management Specialists

0.0%

220

3.1Network and Computer Systems Administrators

0.0%

230

3.8Tool Grinders, Filers, and Sharpeners

0.0%

210

4.3Laundry and Dry-Cleaning Workers

0.0%

200

2.1Licensed Practical and Licensed Vocational Nurses

0.0%

690

2.5Chemists

0.0%

620

3.8Cooks, Institution and Cafeteria

0.0%

650

2.5Graphic Designers

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%

180

2.8Electrical and Electronics Repairers, Commercial and Industrial Equipment

0.0%

150

2.5Marketing Managers

0.0%

170

2.8Administrative Services Managers

0.0%

190

2.0Computer and Information Systems Managers

0.0%

150

3.7Dispatchers, Except Police, Fire, and Ambulance

0.0%

170

3.3Executive Secretaries and Executive Administrative Assistants

0.0%

180

4.8Data Entry Keyers

0.0%

160

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

0.0%

180

3.9Fast Food and Counter Workers

0.0%

160

3.2First-Line Supervisors of Housekeeping and Janitorial Workers

0.0%

150

2.5Computer Systems Analysts

0.0%

580

2.3Engineers, All Other

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%

470

3.8Machinists

0.0%

440

3.5Chemical Equipment Operators and Tenders

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%

2.8Motor Vehicle Operators, All Other

0.0%

120

1.8Construction Laborers

0.0%

2.5Painters, Construction and Maintece

0.0%

140

3.8Helpers--Installation, Maintece, and Repair Workers

0.0%

2.8First-Line Supervisors of Food Preparation and Serving Workers

0.0%

110

3.7Office and Administrative Support Workers, All Other

0.0%

120

3.7Agricultural Equipment Operators

0.0%

3.2Stationary Engineers and Boiler Operators

0.0%

4.3Cutters and Trimmers, Hand

0.0%

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

0.0%

3.5Computer Numerically Controlled Tool Operators

0.0%

110

2.5First-Line Supervisors of Retail Sales Workers

0.0%

100

2.5First-Line Supervisors of Non-Retail Sales Workers

0.0%

120

2.0Management Analysts

0.0%

130

3.0Compensation, Benefits, and Job Analysis Specialists

0.0%

2.3Computer Occupations, All Other

0.0%

120

3.3Industrial Engineering Technologists and Technicians

0.0%

2.3Microbiologists

0.0%

130

3.2Welders, Cutters, Solderers, and Brazers

0.0%

130

4.2Material Moving Workers, All Other

0.0%

110

0.2Clergy

0.0%

330

2.0Soil and Plant Scientists

0.0%

320

2.6Food Service Managers

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%

290

3.0Farm Equipment Mechanics and Service Technicians

0.0%

320

2.0Mobile Heavy Equipment Mechanics, Except Engines

0.0%

350

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

0.0%

300

3.2Plant and System Operators, All Other

0.0%

390

3.9Painting, Coating, and Decorating Workers

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%

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%

3.8Shuttle Drivers and Chauffeurs

0.0%

1.5First-Line Supervisors of Construction Trades and Extraction Workers

0.0%

2.0Installation, Maintece, and Repair Workers, All Other

0.0%

3.1Cooks, All Other

0.0%

3.9Refuse and Recyclable Material Collectors

0.0%

1.8Training and Development Managers

0.0%

3.0Farmers, Ranchers, and Other Agricultural Managers

0.0%

1.6Architectural and Engineering Managers

0.0%

4.7File Clerks

0.0%

4.5Information and Record Clerks, All Other

0.0%

2.2Animal Breeders

0.0%

3.8Textile Bleaching and Dyeing Machine Operators and Tenders

0.0%

3.8Maids and Housekeeping Cleaners

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%

2.4Financial and Investment Analysts

0.0%

2.1Financial Specialists, All Other

0.0%

2.8Computer Network Support Specialists

0.0%

3.8Computer Programmers

0.0%

2.3Software Developers

0.0%

2.8Data Scientists

0.0%

2.3Electrical Engineers

0.0%

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

0.0%

2.5Mechanical Engineers

0.0%

2.1Electrical and Electronic Engineering Technologists and Technicians

0.0%

1.7Animal Scientists

0.0%

2.0Biochemists and Biophysicists

0.0%

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

0.0%

1.8Public Relations Specialists

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

2.6Electro-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%

150

2.4Biological Technicians

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%

100

1.5Information Security Analysts

0.0%

130

3.8Bill and Account Collectors

0.0%

3.0Agricultural Workers, All Other

0.0%

2.3Operating Engineers and Other Construction Equipment Operators

0.0%

1.7Dietitians and Nutritionists

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%

130

4.1Printing Press Operators

0.0%

120

3.5Computer Numerically Controlled Tool Programmers

0.0%

130

3.2Pump Operators, Except Wellhead Pumpers

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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