Ainxiety | Petroleum Refineries

Petroleum Refineries

# 41 overall · better than 97.3% of other industries

0.5/5Moderate Risk
AInxiety Score™

0/5

Complexity

0/5

Regulatory Compliance

0/5

Capex Requirements

0/5

Workforce Flexibility

1/5

Adaptability

2/5

Data Intensity

The petroleum refining industry faces numerous challenges to AI displacement due to its high complexity, extensive regulatory environment, massive capital requirements, and specialized workforce. Although there is moderate data usage, the physical and technical demands of the industry greatly limit the potential for automation and AI integration.

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Petroleum Refineries

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Risk composition of jobs in this industry

0 jobs in Petroleum and Coal Products Manufacturing

16.0%

17,310

3.7Petroleum Pump System Operators, Refinery Operators, and Gaugers

5.1%

5,550

2.8First-Line Supervisors of Production and Operating Workers

4.5%

4,820

3.8Mixing and Blending Machine Setters, Operators, and Tenders

3.5%

3,780

2.3Industrial Machinery Mechanics

3.4%

3,650

3.0Heavy and Tractor-Trailer Truck Drivers

2.5%

2,760

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

2.3%

2,530

1.5General and Operations Managers

2.0%

2,190

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

1.8%

1,970

2.5Industrial Production Managers

1.6%

1,740

1.8Construction Laborers

1.5%

1,600

3.2Plant and System Operators, All Other

1.4%

1,510

2.8Maintece and Repair Workers, General

1.4%

1,480

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

1.4%

1,460

4.5Packaging and Filling Machine Operators and Tenders

1.3%

1,450

Industrial Truck and Tractor Operators

1.3%

1,440

2.7Industrial Engineers

1.3%

1,420

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

1.3%

1,400

2.3Chemical Technicians

1.3%

1,400

2.2Project Management Specialists

1.3%

1,390

2.3Operating Engineers and Other Construction Equipment Operators

1.2%

1,310

3.5Paving, Surfacing, and Tamping Equipment Operators

1.2%

1,260

1.7Petroleum Engineers

1.1%

1,250

2.4Chemical Engineers

1.1%

1,250

2.0Electricians

1.1%

1,160

1.1%

1,150

1.0%

1,130

3.5Chemical Equipment Operators and Tenders

1.0%

1,110

3.2Accountants and Auditors

1.0%

1,100

4.2Office Clerks, General

1.0%

1,090

2.5Mechanical Engineers

1.0%

1,090

3.9Production Workers, All Other

0.9%

980

3.8Chemical Plant and System Operators

0.9%

970

1.5First-Line Supervisors of Construction Trades and Extraction Workers

0.9%

940

Miscellaneous Assemblers and Fabricators

0.8%

920

2.8Business Operations Specialists, All Other

0.8%

890

4.3Shipping, Receiving, and Inventory Clerks

0.8%

880

1.5Managers, All Other

0.8%

850

3.2Production, Planning, and Expediting Clerks

0.8%

850

2.8Electrical and Electronics Repairers, Commercial and Industrial Equipment

0.8%

840

3.0Logisticians

0.7%

800

1.6Architectural and Engineering Managers

0.7%

750

2.1Buyers and Purchasing Agents, Farm Products

0.7%

760

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

0.7%

750

2.7Occupational Health and Safety Specialists

0.7%

710

2.0Plumbers, Pipefitters, and Steamfitters

0.6%

700

3.8Bookkeeping, Accounting, and Auditing Clerks

0.6%

610

3.2Welders, Cutters, Solderers, and Brazers

0.5%

550

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

0.5%

550

2.7Recycling Coordinators

0.5%

520

3.3Customer Service Representatives

0.5%

520

3.8Helpers--Production Workers

0.5%

500

2.2Financial Managers

0.5%

480

2.5Human Resources Specialists

0.4%

460

2.6First-Line Supervisors of Office and Administrative Support Workers

0.4%

450

2.3Engineers, All Other

0.4%

400

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

0.4%

400

1.5Sales Managers

0.4%

400

2.3Electrical Engineers

0.3%

340

2.8Transportation, Storage, and Distribution Managers

0.3%

340

1.7Training and Development Specialists

0.3%

320

2.5Geological Technicians, Except Hydrologic Technicians

0.3%

320

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

0.3%

320

3.3Executive Secretaries and Executive Administrative Assistants

0.3%

310

3.9Stockers and Order Fillers

0.3%

300

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

0.3%

300

2.5Occupational Health and Safety Technicians

0.3%

300

2.7Compliance Officers

0.3%

290

2.4Financial and Investment Analysts

0.3%

290

3.8Tank Car, Truck, and Ship Loaders

0.3%

280

2.1Electrical and Electronic Engineering Technologists and Technicians

0.3%

280

1.6Construction Managers

0.3%

280

3.2Electronics Engineers, Except Computer

0.3%

270

3.0Facilities Managers

0.2%

260

2.2Bus and Truck Mechanics and Diesel Engine Specialists

0.2%

260

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

0.2%

250

2.0Computer and Information Systems Managers

0.2%

250

3.1Market Research Analysts and Marketing Specialists

0.2%

240

2.2Environmental Engineers

0.2%

240

3.7Dispatchers, Except Police, Fire, and Ambulance

0.2%

220

1.5Human Resources Managers

0.2%

230

3.2Stationary Engineers and Boiler Operators

0.2%

220

2.1Maintece Workers, Machinery

0.2%

210

2.0Management Analysts

0.2%

200

2.0Civil Engineers

0.2%

190

3.3Industrial Engineering Technologists and Technicians

0.2%

200

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

0.2%

180

3.2Engineering Technologists and Technicians, Except Drafters, All Other

0.2%

170

2.5Marketing Managers

0.2%

170

0.4Emergency Management Directors

0.2%

170

2.5Computer Systems Analysts

0.2%

180

3.1Network and Computer Systems Administrators

0.2%

170

2.0Mobile Heavy Equipment Mechanics, Except Engines

0.2%

170

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

0.1%

160

3.0Mechanical Engineering Technologists and Technicians

0.1%

160

3.2Purchasing Managers

0.1%

160

4.2Cost Estimators

0.1%

170

2.3Software Developers

0.1%

150

4.0Weighers, Measurers, Checkers, and Samplers, Recordkeeping

0.1%

150

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

0.1%

150

2.0Environmental Scientists and Specialists, Including Health

0.1%

140

2.3Computer Occupations, All Other

0.1%

140

3.8Payroll and Timekeeping Clerks

0.1%

130

3.3Computer User Support Specialists

0.1%

120

2.8Computer Network Architects

0.1%

110

2.0Installation, Maintece, and Repair Workers, All Other

0.1%

110

2.5Calibration Technologists and Technicians

0.1%

110

2.0Boilermakers

0.1%

110

3.2Light Truck Drivers

0.1%

90

3.8Billing and Posting Clerks

0.1%

100

0.1%

100

4.1Conveyor Operators and Tenders

0.1%

90

2.5Crossing Guards and Flaggers

0.1%

90

2.8Administrative Services Managers

0.1%

90

3.2Operations Research Analysts

0.1%

90

2.8Data Scientists

0.1%

80

2.5Materials Engineers

0.1%

70

0.1%

70

0.3Firefighters

0.1%

70

3.2Receptionists and Information Clerks

0.1%

80

3.1Cement Masons and Concrete Finishers

0.1%

80

0.5Chief Executives

0.1%

80

3.2Pump Operators, Except Wellhead Pumpers

0.1%

70

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

0.1%

70

2.8Security Guards

0.1%

70

3.3Landscaping and Groundskeeping Workers

0.1%

60

2.5First-Line Supervisors of Non-Retail Sales Workers

0.1%

70

Miscellaneous Construction and Related Workers

0.1%

60

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

0.1%

60

3.8Drafters, All Other

0.1%

60

2.6Electro-Mechanical and Mechatronics Technologists and Technicians

0.1%

50

1.8Public Relations Specialists

0.1%

60

2.8Sales and Related Workers, All Other

0.1%

50

4.0Order Clerks

0.1%

50

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.1%

50

3.7Excavating and Loading Machine and Dragline Operators, Surface Mining

0.1%

50

2.0Precision Instrument and Equipment Repairers, All Other

0.0%

40

2.4Environmental Engineering Technologists and Technicians

0.0%

40

2.5Graphic Designers

0.0%

40

3.5Procurement Clerks

0.0%

50

2.1Public Relations Managers

0.0%

40

1.8Training and Development Managers

0.0%

50

1.2Natural Sciences Managers

0.0%

40

3.0Compensation, Benefits, and Job Analysis Specialists

0.0%

40

2.1Financial Specialists, All Other

0.0%

40

1.5Information Security Analysts

0.0%

40

2.8Computer Network Support Specialists

0.0%

40

0.0%

30

0.0%

40

2.5Environmental Science and Protection Technicians, Including Health

0.0%

40

1.3Registered Nurses

0.0%

30

0.5First-Line Supervisors of Firefighting and Prevention Workers

0.0%

30

2.2Sales Engineers

0.0%

30

3.3Control and Valve Installers and Repairers, Except Mechanical Door

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