Ainxiety | Biological Product (except Diagnostic) Manufacturing

Biological Product (except Diagnostic) Manufacturing

# 198 overall · better than 87.1% of other industries

0.8/5Moderate Risk
AInxiety Score™

0/5

Complexity

0/5

Regulatory Compliance

0/5

Capex Requirements

0/5

Workforce Flexibility

1/5

Adaptability

3/5

Data Intensity

The overall score reflects the inherent complexity and high regulatory and capital investment needs of the biological product manufacturing industry. The specialized nature of the workforce and the stringent compliance requirements further limit the potential for AI displacement, despite some opportunities for AI-assisted tasks.

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Biological Product (except Diagnostic) Manufacturing

How long until this industry is significantly impacted by AI?

Months to 1 year

1 to 3 years

3 to 5 years

5+ years

Never

Risk composition of jobs in this industry

0 jobs in Pharmaceutical and Medicine Manufacturing

8.9%

30,600

4.5Packaging and Filling Machine Operators and Tenders

8.7%

29,580

3.5Chemical Equipment Operators and Tenders

4.4%

15,080

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

4.0%

13,800

2.5Chemists

3.3%

11,380

2.8First-Line Supervisors of Production and Operating Workers

2.6%

8,770

2.7Industrial Engineers

2.2%

7,600

1.5General and Operations Managers

2.2%

7,400

2.4Biological Technicians

2.0%

6,730

2.5Industrial Production Managers

1.9%

6,390

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

1.8%

5,970

2.0Biochemists and Biophysicists

1.6%

5,310

1.0Medical Scientists, Except Epidemiologists

1.5%

5,180

1.5Managers, All Other

1.5%

5,040

3.8Mixing and Blending Machine Setters, Operators, and Tenders

1.5%

4,980

2.7Compliance Officers

1.4%

4,930

3.3Customer Service Representatives

1.4%

4,910

2.3Industrial Machinery Mechanics

1.4%

4,770

1.2Natural Sciences Managers

1.4%

4,770

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

1.4%

4,690

4.3Shipping, Receiving, and Inventory Clerks

1.4%

4,660

2.3Chemical Technicians

1.3%

4,520

2.8Maintece and Repair Workers, General

1.3%

4,310

Miscellaneous Assemblers and Fabricators

1.1%

3,820

3.1Market Research Analysts and Marketing Specialists

1.1%

3,680

3.2Production, Planning, and Expediting Clerks

1.1%

3,600

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

1.0%

3,540

2.5Marketing Managers

1.0%

3,490

2.2Project Management Specialists

1.0%

3,320

2.3Microbiologists

1.0%

3,280

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

0.9%

3,250

2.1Buyers and Purchasing Agents, Farm Products

0.9%

3,180

3.2Accountants and Auditors

0.9%

3,160

3.9Production Workers, All Other

0.9%

2,930

1.8Biological Scientists, All Other

0.8%

2,920

2.8Business Operations Specialists, All Other

0.8%

2,850

1.5Sales Managers

0.8%

2,650

3.8Janitors and Cleaners, Except Maids and Housekeeping Cleaners

0.8%

2,580

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

0.7%

2,440

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

0.7%

2,430

2.2Financial Managers

0.7%

2,340

3.3Industrial Engineering Technologists and Technicians

0.7%

2,360

2.6First-Line Supervisors of Office and Administrative Support Workers

0.7%

2,350

4.2Office Clerks, General

0.7%

2,270

4.5Packers and Packagers, Hand

0.7%

2,300

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

0.7%

2,280

1.6Architectural and Engineering Managers

0.7%

2,220

3.0Logisticians

0.6%

2,170

2.5Human Resources Specialists

0.6%

2,140

2.0Computer and Information Systems Managers

0.6%

2,020

2.5Computer Systems Analysts

0.6%

1,960

Industrial Truck and Tractor Operators

0.5%

1,830

1.7Training and Development Specialists

0.5%

1,860

3.8Bookkeeping, Accounting, and Auditing Clerks

0.5%

1,810

1.2Bioengineers and Biomedical Engineers

0.5%

1,760

3.9Stockers and Order Fillers

0.5%

1,680

3.8Chemical Plant and System Operators

0.5%

1,580

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

0.5%

1,530

2.3Software Developers

0.5%

1,530

3.3Retail Salespersons

0.4%

1,410

3.0Pharmacy Technicians

0.4%

1,390

1.5Medical and Health Services Managers

0.4%

1,380

2.0Management Analysts

0.4%

3,660

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

0.4%

1,370

2.8Transportation, Storage, and Distribution Managers

0.4%

3,550

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

0.4%

1,270

2.7Recycling Coordinators

0.4%

1,260

1.5Human Resources Managers

0.4%

1,220

2.5Mechanical Engineers

0.3%

1,190

2.4Pharmacists

0.3%

1,160

2.3Engineers, All Other

0.3%

1,150

3.0Facilities Managers

0.3%

1,140

2.8Data Scientists

0.3%

2,890

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

0.3%

1,040

3.3Computer User Support Specialists

0.3%

1,030

3.1Network and Computer Systems Administrators

0.3%

1,020

3.3Executive Secretaries and Executive Administrative Assistants

0.3%

980

2.4Chemical Engineers

0.3%

990

3.8Helpers--Production Workers

0.3%

910

3.2Light Truck Drivers

0.3%

870

2.4Financial and Investment Analysts

0.2%

810

3.2Purchasing Managers

0.2%

770

2.7Occupational Health and Safety Specialists

0.2%

750

2.8Administrative Services Managers

0.2%

720

2.8Histology Technicians

0.2%

600

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

0.2%

620

2.6Technical Writers

0.2%

610

0.5Chief Executives

0.2%

570

2.3Materials Scientists

0.2%

570

1.4Lawyers

0.2%

550

4.0Farmworkers and Laborers, Crop, Nursery, and Greenhouse

0.2%

540

2.1Maintece Workers, Machinery

0.1%

460

3.5Software Quality Assurance Analysts and Testers

0.1%

490

2.5Graphic Designers

0.1%

440

4.0Cleaners of Vehicles and Equipment

0.1%

430

3.0Agricultural Technicians

0.1%

390

2.5Calibration Technologists and Technicians

0.1%

400

4.5Food Processing Workers, All Other

0.1%

410

3.0Heavy and Tractor-Trailer Truck Drivers

0.1%

1,090

3.2Plant and System Operators, All Other

0.1%

370

2.8Computer Network Support Specialists

0.1%

380

3.7Statisticians

0.1%

380

3.8Machinists

0.1%

380

4.0Order Clerks

0.1%

390

1.8Training and Development Managers

0.1%

340

2.1Financial Specialists, All Other

0.1%

350

1.8Public Relations Specialists

0.1%

340

2.8Security Guards

0.1%

330

3.2Receptionists and Information Clerks

0.1%

330

2.0Electricians

0.1%

840

3.2Welders, Cutters, Solderers, and Brazers

0.1%

320

2.8Computer Network Architects

0.1%

310

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

0.1%

300

2.5First-Line Supervisors of Non-Retail Sales Workers

0.1%

310

4.0Weighers, Measurers, Checkers, and Samplers, Recordkeeping

0.1%

320

2.5Heating, Air Conditioning, and Refrigeration Mechanics and Installers

0.1%

320

2.1Public Relations Managers

0.1%

270

1.5Life Scientists, All Other

0.1%

280

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

0.1%

290

2.5Occupational Health and Safety Technicians

0.1%

670

2.4Millwrights

0.1%

230

3.0Compensation, Benefits, and Job Analysis Specialists

0.1%

240

3.2Operations Research Analysts

0.1%

230

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

0.1%

230

3.2Stationary Engineers and Boiler Operators

0.1%

230

3.5Computer Numerically Controlled Tool Operators

0.1%

240

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

0.1%

220

3.8Billing and Posting Clerks

0.1%

250

4.7File Clerks

0.1%

200

1.5Information Security Analysts

0.1%

200

3.0Database Administrators

0.1%

190

2.1Electrical and Electronic Engineering Technologists and Technicians

0.1%

200

3.2Engineering Technologists and Technicians, Except Drafters, All Other

0.1%

190

3.1Food Scientists and Technologists

0.1%

200

3.8Payroll and Timekeeping Clerks

0.1%

200

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.1%

560

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

0.1%

540

3.8Tank Car, Truck, and Ship Loaders

0.1%

540

4.0Cutting and Slicing Machine Setters, Operators, and Tenders

0.1%

180

3.8Computer Programmers

0.1%

170

1.3Veterinary Technologists and Technicians

0.1%

160

3.5Procurement Clerks

0.1%

170

4.0Couriers and Messengers

0.1%

160

3.7Office and Administrative Support Workers, All Other

0.1%

180

2.8Electrical and Electronics Repairers, Commercial and Industrial Equipment

0.1%

450

2.2Bus and Truck Mechanics and Diesel Engine Specialists

0.1%

400

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

0.1%

480

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

0.0%

140

2.5Database Architects

0.0%

130

2.3Electrical Engineers

0.0%

120

4.2Food Batchmakers

0.0%

130

2.0Environmental Scientists and Specialists, Including Health

0.0%

140

2.5First-Line Supervisors of Retail Sales Workers

0.0%

130

2.8Sales and Related Workers, All Other

0.0%

120

2.1Meeting, Convention, and Event Planners

0.0%

360

2.3Operating Engineers and Other Construction Equipment Operators

0.0%

320

1.7Petroleum Engineers

0.0%

110

3.5Web Developers

0.0%

100

2.8Web and Digital Interface Designers

0.0%

3.2Electronics Engineers, Except Computer

0.0%

100

3.0Mechanical Engineering Technologists and Technicians

0.0%

100

4.1Printing Press Operators

0.0%

2.8Water and Wastewater Treatment Plant and System Operators

0.0%

2.0Physical Scientists, All Other

0.0%

110

3.1Food Science Technicians

0.0%

110

1.4Writers and Authors

0.0%

110

2.5Veterinary Assistants and Laboratory Animal Caretakers

0.0%

100

3.2First-Line Supervisors of Housekeeping and Janitorial Workers

0.0%

4.8Data Entry Keyers

0.0%

100

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

0.0%

3.5Farmworkers, Farm, Ranch, and Aquacultural Animals

0.0%

110

3.0Agricultural Workers, All Other

0.0%

120

2.0Plumbers, Pipefitters, and Steamfitters

0.0%

2.2Compensation and Benefits Managers

0.0%

240

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

0.0%

250

2.0Tool and Die Makers

0.0%

260

2.0Mobile Heavy Equipment Mechanics, Except Engines

0.0%

280

1.5First-Line Supervisors of Construction Trades and Extraction Workers

0.0%

280

3.0Gas Plant Operators

0.0%

3.0Budget Analysts

0.0%

3.0Mathematical Science Occupations, All Other

0.0%

4.0Mechanical Drafters

0.0%

2.6Electro-Mechanical and Mechatronics Technologists and Technicians

0.0%

1.5Epidemiologists

0.0%

3.5Computer Numerically Controlled Tool Programmers

0.0%

2.3Commercial Pilots

0.0%

3.0Driver/Sales Workers

0.0%

2.5Environmental Science and Protection Technicians, Including Health

0.0%

0.0%

0.0%

0.0%

0.0%

3.0Demonstrators and Product Promoters

0.0%

2.2Sales Engineers

0.0%

3.8Bill and Account Collectors

0.0%

4.5Information and Record Clerks, All Other

0.0%

3.5Medical Secretaries and Administrative Assistants

0.0%

2.0Installation, Maintece, and Repair Workers, All Other

0.0%

1.8Advertising and Promotions Managers

0.0%

1.8Labor Relations Specialists

0.0%

180

4.1Conveyor Operators and Tenders

0.0%

160

3.7Dispatchers, Except Police, Fire, and Ambulance

0.0%

160

3.3Control and Valve Installers and Repairers, Except Mechanical Door

0.0%

180

3.8Helpers--Installation, Maintece, and Repair Workers

0.0%

220

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

0.0%

140

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

0.0%

160

4.2Material Moving Workers, All Other

0.0%

180

2.5Explosives Workers, Ordce Handling Experts, and Blasters

0.0%

150

3.6Pesticide Handlers, Sprayers, and Applicators, Vegetation

0.0%

3.5Credit Analysts

0.0%

2.0Civil Engineers

0.0%

2.2Environmental Engineers

0.0%

2.5Materials Engineers

0.0%

2.4Environmental Engineering Technologists and Technicians

0.0%

1.7Animal Scientists

0.0%

2.3Special Effects Artists and Animators

0.0%

0.5Physicians, All Other

0.0%

3.5Health Information Technologists and Medical Registrars

0.0%

2.0Phlebotomists

0.0%

1.5First-Line Supervisors of Security Workers

0.0%

3.3Landscaping and Groundskeeping Workers

0.0%

3.7Mail Clerks and Mail Machine Operators, Except Postal Service

0.0%

2.5Medical Equipment Repairers

0.0%

2.0Precision Instrument and Equipment Repairers, All Other

0.0%

4.2Cost Estimators

0.0%

3.8Shuttle Drivers and Chauffeurs

0.0%

2.3Transportation Inspectors

0.0%

2.3Crane and Tower Operators

0.0%

1.5Commercial and Industrial Designers

0.0%

2.0Designers, All Other

0.0%

1.8Computer Hardware Engineers

0.0%

130

1.6Construction Managers

0.0%

0.4Emergency Management Directors

0.0%

130

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

0.0%

100

3.2Pump Operators, Except Wellhead Pumpers

0.0%

120

3.7Agricultural Equipment Operators

0.0%

2.5Painters, Construction and Maintece

0.0%

2.2Hazardous Materials Removal Workers

0.0%

4.1Sewing Machine Operators

0.0%

3.7Textile, Apparel, and Furnishings Workers, All Other

0.0%

120

3.8Drafters, All Other

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