Ainxiety | Bituminous Coal and Lignite Surface Mining

Bituminous Coal and Lignite Surface Mining

# 5 overall · better than 99.7% of other industries

0.2/5Moderate Risk
AInxiety Score™

0/5

Complexity

0/5

Regulatory Compliance

0/5

Capex Requirements

0/5

Workforce Flexibility

1/5

Data Intensity

1/5

Adaptability

The Bituminous Coal and Lignite Surface Mining industry is highly complex, regulatory-heavy, and requires substantial physical and human capital investments. Limited technological integration and workforce specialization further hinder AI displacement. While certain aspects may benefit from AI, full-scale adoption faces enormous challenges.

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Bituminous Coal and Lignite Surface Mining

Should AI be regulated in this industry?

Yes

No

Risk composition of jobs in this industry

0 jobs in Coal Mining

12.1%

5,050

2.3Operating Engineers and Other Construction Equipment Operators

8.2%

3,440

1.5First-Line Supervisors of Construction Trades and Extraction Workers

7.6%

3,190

3.7Excavating and Loading Machine and Dragline Operators, Surface Mining

7.5%

42,540

2.5Service Unit Operators, Oil and Gas

7.1%

2,970

3.2Continuous Mining Machine Operators

6.6%

37,890

3.0Roustabouts, Oil and Gas

6.6%

2,770

3.5Loading and Moving Machine Operators, Underground Mining

5.2%

2,160

2.0Mobile Heavy Equipment Mechanics, Except Engines

4.1%

1,720

2.0Electricians

3.4%

1,440

3.3Roof Bolters, Mining

3.4%

1,440

2.3Industrial Machinery Mechanics

3.2%

1,350

3.0Heavy and Tractor-Trailer Truck Drivers

3.1%

17,480

3.5Wellhead Pumpers

2.7%

1,150

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

2.5%

1,050

4.1Conveyor Operators and Tenders

2.3%

960

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

1.9%

810

3.5Extraction Workers, All Other

1.9%

11,030

Derrick Operators, Oil and Gas

1.9%

790

2.8Maintece and Repair Workers, General

1.7%

9,950

1.7Petroleum Engineers

1.6%

660

2.1Maintece Workers, Machinery

1.5%

640

1.5General and Operations Managers

1.5%

630

2.3Mining and Geological Engineers, Including Mining Safety Engineers

1.4%

2,660

4.0Rock Splitters, Quarry

1.4%

590

3.7Underground Mining Machine Operators, All Other

1.1%

460

3.7Helpers--Extraction Workers

1.1%

450

3.2Welders, Cutters, Solderers, and Brazers

1.0%

420

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

0.8%

330

2.7Recycling Coordinators

0.8%

330

1.5Managers, All Other

0.7%

280

4.2Office Clerks, General

0.7%

270

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

0.6%

250

3.8Bookkeeping, Accounting, and Auditing Clerks

0.6%

3,300

3.7Petroleum Pump System Operators, Refinery Operators, and Gaugers

0.6%

240

2.5Human Resources Specialists

0.6%

1,010

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

0.5%

220

2.1Buyers and Purchasing Agents, Farm Products

0.5%

200

2.8Security Guards

0.5%

190

3.2Accountants and Auditors

0.4%

170

2.5Industrial Production Managers

0.4%

170

1.8Construction Laborers

0.4%

170

0.4%

170

Industrial Truck and Tractor Operators

0.4%

740

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

0.4%

150

4.3Shipping, Receiving, and Inventory Clerks

0.4%

160

3.1Earth Drillers, Except Oil and Gas

0.4%

670

3.2Production, Planning, and Expediting Clerks

0.3%

150

3.2Pump Operators, Except Wellhead Pumpers

0.3%

150

2.8First-Line Supervisors of Production and Operating Workers

0.3%

640

4.5Packaging and Filling Machine Operators and Tenders

0.3%

2,010

3.3Control and Valve Installers and Repairers, Except Mechanical Door

0.3%

140

3.8Helpers--Installation, Maintece, and Repair Workers

0.3%

140

3.0Facilities Managers

0.3%

140

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

0.3%

580

2.2Geoscientists, Except Hydrologists and Geographers

0.3%

1,770

0.3%

130

2.7Compliance Officers

0.3%

120

2.5Occupational Health and Safety Technicians

0.3%

120

1.6Architectural and Engineering Managers

0.3%

120

3.9Stockers and Order Fillers

0.3%

120

2.5Explosives Workers, Ordce Handling Experts, and Blasters

0.3%

510

2.3Chemical Technicians

0.3%

510

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

0.3%

110

2.7Occupational Health and Safety Specialists

0.3%

110

2.2Bus and Truck Mechanics and Diesel Engine Specialists

0.3%

1,480

3.0Gas Plant Operators

0.2%

440

3.8Dredge Operators

0.2%

90

3.7Dispatchers, Except Police, Fire, and Ambulance

0.2%

100

3.2Rail-Track Laying and Maintece Equipment Operators

0.2%

420

0.2%

400

4.0Cutting and Slicing Machine Setters, Operators, and Tenders

0.2%

90

3.5Hoist and Winch Operators

0.2%

80

2.0Installation, Maintece, and Repair Workers, All Other

0.2%

1,150

2.0Plumbers, Pipefitters, and Steamfitters

0.2%

80

3.8Janitors and Cleaners, Except Maids and Housekeeping Cleaners

0.2%

80

4.0Cleaners of Vehicles and Equipment

0.2%

80

1.5Human Resources Managers

0.2%

70

2.2Financial Managers

0.2%

330

2.8Electrical and Electronics Repairers, Commercial and Industrial Equipment

0.2%

310

2.5Geological Technicians, Except Hydrologic Technicians

0.2%

310

3.8Mixing and Blending Machine Setters, Operators, and Tenders

0.2%

70

3.2Purchasing Managers

0.2%

70

2.3Electrical Engineers

0.2%

300

2.8Automotive Service Technicians and Mechanics

0.2%

910

2.0Captains, Mates, and Pilots of Water Vessels

0.1%

60

1.6Construction Managers

0.1%

60

2.2Environmental Engineers

0.1%

270

1.5Sales Managers

0.1%

60

4.0Weighers, Measurers, Checkers, and Samplers, Recordkeeping

0.1%

60

3.9Production Workers, All Other

0.1%

60

2.8Administrative Services Managers

0.1%

260

2.5Materials Engineers

0.1%

810

3.8Gas Compressor and Gas Pumping Station Operators

0.1%

60

3.2Surveying and Mapping Technicians

0.1%

50

3.8Payroll and Timekeeping Clerks

0.1%

60

3.5Procurement Clerks

0.1%

60

2.8Business Operations Specialists, All Other

0.1%

50

3.4Rail Yard Engineers, Dinkey Operators, and Hostlers

0.1%

240

3.2Light Truck Drivers

0.1%

50

1.7Training and Development Specialists

0.1%

50

3.2Plant and System Operators, All Other

0.1%

50

3.8Helpers--Production Workers

0.1%

230

4.5Packers and Packagers, Hand

0.1%

220

2.8Transportation, Storage, and Distribution Managers

0.1%

220

3.3Customer Service Representatives

0.1%

230

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

0.1%

700

4.0Title Examiners, Abstractors, and Searchers

0.1%

190

3.3Executive Secretaries and Executive Administrative Assistants

0.1%

640

Miscellaneous Assemblers and Fabricators

0.1%

40

2.6First-Line Supervisors of Office and Administrative Support Workers

0.1%

190

3.8Billing and Posting Clerks

0.1%

560

0.1%

40

2.8Real Estate Sales Agents

0.1%

40

2.2Project Management Specialists

0.1%

40

2.5Mechanical Engineers

0.1%

40

3.8Tank Car, Truck, and Ship Loaders

0.1%

160

2.3Crane and Tower Operators

0.1%

160

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

0.1%

160

3.0Logisticians

0.1%

30

3.2Engineering Technologists and Technicians, Except Drafters, All Other

0.1%

140

3.3Computer User Support Specialists

0.1%

140

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

0.1%

430

2.5Sailors and Marine Oilers

0.1%

450

3.2Operations Research Analysts

0.1%

450

2.6Electro-Mechanical and Mechatronics Technologists and Technicians

0.1%

30

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

0.1%

120

2.8Rotary Drill Operators, Oil and Gas

0.1%

130

4.2Cost Estimators

0.1%

130

4.0Tire Repairers and Changers

0.1%

120

3.0Power Plant Operators

0.1%

120

2.8Water and Wastewater Treatment Plant and System Operators

0.1%

390

Miscellaneous Construction and Related Workers

0.1%

380

2.0Ship Engineers

0.1%

100

0.5Chief Executives

0.1%

100

2.0Computer and Information Systems Managers

0.1%

120

3.3Landscaping and Groundskeeping Workers

0.1%

110

2.0Civil Engineers

0.1%

110

2.1Electrical and Electronic Engineering Technologists and Technicians

0.1%

100

2.4Environmental Engineering Technologists and Technicians

0.1%

100

0.1%

110

2.0Environmental Scientists and Specialists, Including Health

0.1%

100

3.6Metal-Refining Furnace Operators and Tenders

0.1%

350

3.1Legal Support Workers, All Other

0.1%

90

3.2Receptionists and Information Clerks

0.1%

90

3.5Paving, Surfacing, and Tamping Equipment Operators

0.1%

90

2.0Management Analysts

0.1%

90

3.0Mechanical Engineering Technologists and Technicians

0.1%

260

3.7Office and Administrative Support Workers, All Other

0.1%

280

2.1Financial Specialists, All Other

0.0%

70

4.2Machine Feeders and Offbearers

0.0%

70

3.3Retail Salespersons

0.0%

70

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

0.0%

70

2.8Computer Network Support Specialists

0.0%

80

3.1Network and Computer Systems Administrators

0.0%

70

2.3Computer Occupations, All Other

0.0%

80

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

0.0%

80

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

0.0%

70

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

0.0%

250

2.5Painters, Construction and Maintece

0.0%

230

0.0%

210

2.7Electric Motor, Power Tool, and Related Repairers

0.0%

210

1.8Public Relations Specialists

0.0%

230

2.5First-Line Supervisors of Non-Retail Sales Workers

0.0%

50

1.2Natural Sciences Managers

0.0%

50

0.7Childcare Workers

0.0%

50

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.0%

60

4.8Data Entry Keyers

0.0%

60

0.0%

50

2.5Computer Systems Analysts

0.0%

60

2.8Computer Network Architects

0.0%

60

2.8Data Scientists

0.0%

50

2.3Engineers, All Other

0.0%

50

2.5Calibration Technologists and Technicians

0.0%

60

2.5Environmental Science and Protection Technicians, Including Health

0.0%

60

0.0%

150

4.5Information and Record Clerks, All Other

0.0%

180

2.0Boilermakers

0.0%

160

2.5Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters

0.0%

150

2.3Commercial Pilots

0.0%

180

2.2Sales Engineers

0.0%

170

3.2Electronics Engineers, Except Computer

0.0%

30

3.8Automotive and Watercraft Service Attendants

0.0%

40

2.5Marketing Managers

0.0%

30

2.7Property, Real Estate, and Community Association Managers

0.0%

30

2.5Crossing Guards and Flaggers

0.0%

30

2.5Construction and Building Inspectors

0.0%

30

3.1Market Research Analysts and Marketing Specialists

0.0%

30

2.4Financial and Investment Analysts

0.0%

40

2.3Software Developers

0.0%

30

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

0.0%

30

3.3Industrial Engineering Technologists and Technicians

0.0%

30

2.3Radio, Cellular, and Tower Equipment Installers and Repairers

0.0%

40

3.1Rail Car Repairers

0.0%

50

2.5Heating, Air Conditioning, and Refrigeration Mechanics and Installers

0.0%

30

4.1Grinding and Polishing Workers, Hand

0.0%

30

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

0.0%

40

3.0Locomotive Engineers

0.0%

130

3.1Cement Masons and Concrete Finishers

0.0%

90

3.3Insulation Workers, Mechanical

0.0%

120

3.0Helpers, Construction Trades, All Other

0.0%

130

1.8Electrical Power-Line Installers and Repairers

0.0%

110

2.0Precision Instrument and Equipment Repairers, All Other

0.0%

120

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

0.0%

100

3.2Paralegals and Legal Assistants

0.0%

100

2.8Sales and Related Workers, All Other

0.0%

100

0.0%

130

1.5Information Security Analysts

0.0%

120

3.5Cartographers and Photogrammetrists

0.0%

100

2.4Chemical Engineers

0.0%

130

2.3Civil Engineering Technologists and Technicians

0.0%

90

2.1Public Relations Managers

0.0%

120

3.0Compensation, Benefits, and Job Analysis Specialists

0.0%

40

4.0Couriers and Messengers

0.0%

60

2.3Helpers--Electricians

0.0%

30

3.8Shuttle Drivers and Chauffeurs

0.0%

40

2.8Motor Vehicle Operators, All Other

0.0%

40

4.2Material Moving Workers, All Other

0.0%

70

3.3Telecommunications Equipment Installers and Repairers, Except Line Installers

0.0%

30

1.8Electrical and Electronics Repairers, Powerhouse, Substation, and Relay

0.0%

60

1.8Aircraft Mechanics and Service Technicians

0.0%

40

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

0.0%

60

0.5Emergency Medical Technicians

0.0%

40

3.8Cooks, Institution and Cafeteria

0.0%

40

2.5Real Estate Brokers

0.0%

60

3.5Computer Numerically Controlled Tool Operators

0.0%

40

2.3Appraisers and Assessors of Real Estate

0.0%

50

3.0Budget Analysts

0.0%

60

1.9Personal Financial Advisors

0.0%

80

3.0Database Administrators

0.0%

60

2.5Database Architects

0.0%

80

3.8Computer Programmers

0.0%

40

3.5Software Quality Assurance Analysts and Testers

0.0%

60

3.2Architectural and Civil Drafters

0.0%

30

3.4Electrical and Electronics Drafters

0.0%

30

4.0Mechanical Drafters

0.0%

80

3.8Drafters, All Other

0.0%

40

3.1Hydrologic Technicians

0.0%

30

2.2Compensation and Benefits Managers

0.0%

80

1.8Training and Development Managers

0.0%

40

3.0Farmers, Ranchers, and Other Agricultural Managers

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