Ainxiety | Rail Transportation

Rail Transportation

# 529 overall · better than 65.5% of other industries

1.8/5Moderate Risk
AInxiety Score™

1/5

Regulatory Compliance

1/5

Capex Requirements

2/5

Complexity

2/5

Workforce Flexibility

2/5

Adaptability

3/5

Data Intensity

The rail transportation industry faces substantial challenges from its regulatory environment and capital-intensive infrastructure, which hamper quick AI integration. However, its moderate data intensity and certain areas of adaptability indicate potential for AI-driven improvements. The mixed workforce skill level also shows that while some tasks can be automated, specialized roles are less susceptible.

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Rail Transportation

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Risk composition of jobs in this industry

181,210 jobs in Rail Transportation

20.1%

36,400

2.7Railroad Conductors and Yardmasters

17.1%

31,040

3.0Locomotive Engineers

6.4%

11,640

2.7Railroad Brake, Signal, and Switch Operators and Locomotive Firers

6.4%

468,270

3.2Light Truck Drivers

5.1%

9,320

3.1Rail Car Repairers

5.1%

9,280

3.2Rail-Track Laying and Maintece Equipment Operators

4.5%

331,600

3.7Postal Service Mail Carriers

3.3%

5,940

3.1Signal and Track Switch Repairers

3.3%

5,900

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

2.6%

4,800

3.8Machinists

2.4%

4,320

1.5First-Line Supervisors of Construction Trades and Extraction Workers

2.4%

4,330

3.2Welders, Cutters, Solderers, and Brazers

2.4%

4,270

2.7Recycling Coordinators

1.9%

136,850

2.0Bus Drivers, School

1.7%

124,430

0.8Flight Attendants

1.7%

3,030

2.0Electricians

1.6%

2,970

2.8Electrical and Electronics Installers and Repairers, Transportation Equipment

1.6%

116,520

3.8Postal Service Mail Sorters, Processors, and Processing Machine Operators

1.4%

2,440

1.5General and Operations Managers

1.3%

97,760

4.5Packers and Packagers, Hand

1.3%

91,360

3.8Shuttle Drivers and Chauffeurs

1.2%

87,210

1.8Airline Pilots, Copilots, and Flight Engineers

1.2%

84,770

1.8Aircraft Mechanics and Service Technicians

1.1%

78,130

3.7Postal Service Clerks

1.1%

1,930

2.8Transportation, Storage, and Distribution Managers

0.9%

1,690

3.0Heavy and Tractor-Trailer Truck Drivers

0.9%

1,630

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

0.9%

1,600

2.3Transportation Inspectors

0.9%

1,560

3.7Dispatchers, Except Police, Fire, and Ambulance

0.8%

1,420

4.0Cleaners of Vehicles and Equipment

0.8%

1,390

2.2Bus and Truck Mechanics and Diesel Engine Specialists

0.7%

1,340

3.3Customer Service Representatives

0.7%

1,340

4.2Office Clerks, General

0.7%

54,510

3.0Bus Drivers, Transit and Intercity

0.7%

1,300

3.8Reservation and Transportation Ticket Agents and Travel Clerks

0.6%

1,160

3.4Rail Yard Engineers, Dinkey Operators, and Hostlers

0.6%

1,030

2.3Software Developers

0.6%

41,330

3.0Driver/Sales Workers

0.5%

930

3.8Janitors and Cleaners, Except Maids and Housekeeping Cleaners

0.5%

900

2.6First-Line Supervisors of Office and Administrative Support Workers

0.5%

870

2.3Operating Engineers and Other Construction Equipment Operators

0.4%

790

3.2Accountants and Auditors

0.4%

32,410

2.3Commercial Pilots

0.4%

31,640

2.0School Bus Monitors

0.4%

760

2.2Carpenters

0.4%

680

1.7Training and Development Specialists

0.4%

680

2.8Business Operations Specialists, All Other

0.3%

640

2.5Construction and Building Inspectors

0.3%

630

2.0Civil Engineers

0.3%

630

2.8Maintece and Repair Workers, General

0.3%

25,340

2.0Captains, Mates, and Pilots of Water Vessels

0.3%

580

2.2Project Management Specialists

0.3%

560

3.8Bookkeeping, Accounting, and Auditing Clerks

0.3%

22,860

2.5Sailors and Marine Oilers

0.3%

22,650

2.8Aircraft Service Attendants

0.3%

21,090

4.0Couriers and Messengers

0.3%

510

1.8Construction Laborers

0.3%

490

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

0.3%

480

3.2Sheet Metal Workers

0.3%

470

Industrial Truck and Tractor Operators

0.3%

460

2.8Security Guards

0.3%

450

2.2Financial Managers

0.3%

450

2.7Compliance Officers

0.2%

430

1.8Transit and Railroad Police

0.2%

430

1.5Managers, All Other

0.2%

410

2.0Mobile Heavy Equipment Mechanics, Except Engines

0.2%

420

1.6Construction Managers

0.2%

16,920

3.5Taxi Drivers

0.2%

400

2.0Passenger Attendants

0.2%

400

3.0Facilities Managers

0.2%

380

3.1Market Research Analysts and Marketing Specialists

0.2%

390

2.1Buyers and Purchasing Agents, Farm Products

0.2%

14,680

2.8Automotive Service Technicians and Mechanics

0.2%

350

2.0Computer and Information Systems Managers

0.2%

13,810

2.6Postmasters and Mail Superintendents

0.2%

14,120

4.0Weighers, Measurers, Checkers, and Samplers, Recordkeeping

0.2%

320

2.0Plumbers, Pipefitters, and Steamfitters

0.2%

330

2.0Management Analysts

0.2%

310

2.5Human Resources Specialists

0.2%

12,430

1.8Airfield Operations Specialists

0.2%

11,800

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

0.1%

280

2.7Occupational Health and Safety Specialists

0.1%

280

2.3Crane and Tower Operators

0.1%

11,350

4.1Conveyor Operators and Tenders

0.1%

260

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

0.1%

260

3.5Bridge and Lock Tenders

0.1%

250

3.0Logisticians

0.1%

240

2.5Computer Systems Analysts

0.1%

240

3.8Tank Car, Truck, and Ship Loaders

0.1%

9,240

3.7Petroleum Pump System Operators, Refinery Operators, and Gaugers

0.1%

230

3.2Production, Planning, and Expediting Clerks

0.1%

210

2.8Administrative Services Managers

0.1%

8,500

1.2Avionics Technicians

0.1%

8,720

2.6Aircraft Cargo Handling Supervisors

0.1%

200

3.3Executive Secretaries and Executive Administrative Assistants

0.1%

190

3.3Computer User Support Specialists

0.1%

200

3.1Network and Computer Systems Administrators

0.1%

200

2.3Electrical Engineers

0.1%

190

1.4Lawyers

0.1%

210

2.9Rail Transportation Workers, All Other

0.1%

200

1.6Architectural and Engineering Managers

0.1%

180

2.5Mechanical Engineers

0.1%

170

1.5Human Resources Managers

0.1%

7,140

Miscellaneous Assemblers and Fabricators

0.1%

160

3.8Cargo and Freight Agents

0.1%

160

4.3Shipping, Receiving, and Inventory Clerks

0.1%

160

2.0Boilermakers

0.1%

160

3.8Helpers--Installation, Maintece, and Repair Workers

0.1%

160

2.8First-Line Supervisors of Production and Operating Workers

0.1%

170

2.1Maintece Workers, Machinery

0.1%

6,660

4.0Order Clerks

0.1%

6,450

4.8Data Entry Keyers

0.1%

6,890

2.8Motor Vehicle Operators, All Other

0.1%

6,960

2.5Occupational Health and Safety Technicians

0.1%

150

3.8Payroll and Timekeeping Clerks

0.1%

150

2.0Installation, Maintece, and Repair Workers, All Other

0.1%

140

3.9Stockers and Order Fillers

0.1%

150

1.8Electrical Power-Line Installers and Repairers

0.1%

140

2.5Marketing Managers

0.1%

6,180

4.2Machine Feeders and Offbearers

0.1%

5,870

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.1%

5,650

2.0Ship Engineers

0.1%

130

2.4Financial and Investment Analysts

0.1%

130

2.1Structural Iron and Steel Workers

0.1%

120

2.3Industrial Machinery Mechanics

0.1%

4,800

4.2Material Moving Workers, All Other

0.1%

4,980

4.5Packaging and Filling Machine Operators and Tenders

0.1%

100

3.5Procurement Clerks

0.1%

100

2.7Industrial Engineers

0.1%

110

1.8Public Relations Specialists

0.1%

110

1.5Sales Managers

0.1%

110

3.2Purchasing Managers

0.1%

4,500

3.7Mail Clerks and Mail Machine Operators, Except Postal Service

0.1%

4,480

3.3Baggage Porters and Bellhops

0.1%

4,460

3.0Gas Plant Operators

0.1%

4,730

2.8Electrical and Electronics Repairers, Commercial and Industrial Equipment

0.1%

4,160

3.0Transportation Workers, All Other

0.1%

3.0Budget Analysts

0.1%

3.5Paving, Surfacing, and Tamping Equipment Operators

0.1%

2.3Radio, Cellular, and Tower Equipment Installers and Repairers

0.1%

0.5Chief Executives

0.1%

3.3Retail Salespersons

0.1%

3,920

1.7Tour Guides and Escorts

0.1%

3,460

2.5First-Line Supervisors of Non-Retail Sales Workers

0.0%

3.2Receptionists and Information Clerks

0.0%

2.8Computer Network Support Specialists

0.0%

2.2Environmental Engineers

0.0%

2.1Electrical and Electronic Engineering Technologists and Technicians

0.0%

3.2Paralegals and Legal Assistants

0.0%

1.8First-Line Supervisors of Protective Service Workers, All Other

0.0%

2.1Public Relations Managers

0.0%

3.8Cashiers

0.0%

2,740

3.2Pump Operators, Except Wellhead Pumpers

0.0%

2,940

2.8Merchandise Displayers and Window Trimmers

0.0%

3,130

3.7Office and Administrative Support Workers, All Other

0.0%

3,160

1.0Protective Service Workers, All Other

0.0%

3.8Billing and Posting Clerks

0.0%

3.0Compensation, Benefits, and Job Analysis Specialists

0.0%

3.8Helpers--Production Workers

0.0%

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

0.0%

1.3Private Detectives and Investigators

0.0%

2.5Heating, Air Conditioning, and Refrigeration Mechanics and Installers

0.0%

1.8Training and Development Managers

0.0%

3.8Maids and Housekeeping Cleaners

0.0%

3.3Landscaping and Groundskeeping Workers

0.0%

2.5First-Line Supervisors of Retail Sales Workers

0.0%

1.8Labor Relations Specialists

0.0%

1,930

4.5Information and Record Clerks, All Other

0.0%

1,970

2.2Transportation Security Screeners

0.0%

2,070

4.0Travel Agents

0.0%

2,070

4.1Sewing Machine Operators

0.0%

2,430

3.8Parking Attendants

0.0%

1,950

2.8Data Scientists

0.0%

1,880

1.5Aerospace Engineers

0.0%

3.8Bill and Account Collectors

0.0%

3.1Cement Masons and Concrete Finishers

0.0%

3.0Power Distributors and Dispatchers

0.0%

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

0.0%

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

0.0%

2.1Financial Specialists, All Other

0.0%

2.8Computer Network Architects

0.0%

2.3Computer Occupations, All Other

0.0%

2.7Property, Real Estate, and Community Association Managers

0.0%

3.2First-Line Supervisors of Housekeeping and Janitorial Workers

0.0%

4.2Cost Estimators

0.0%

1,180

3.8Gas Compressor and Gas Pumping Station Operators

0.0%

1,720

3.2Operations Research Analysts

0.0%

1,450

4.7File Clerks

0.0%

1,240

1.5First-Line Supervisors of Security Workers

0.0%

1,200

3.2Grounds Maintece Workers, All Other

0.0%

1,690

1.8Personal Care and Service Workers, All Other

0.0%

1,610

3.7Counter and Rental Clerks

0.0%

1,640

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

0.0%

1,110

2.5Coin, Vending, and Amusement Machine Servicers and Repairers

0.0%

1,740

2.5Aircraft Structure, Surfaces, Rigging, and Systems Assemblers

0.0%

1,430

2.8Automotive Body and Related Repairers

0.0%

1,350

2.5Motorboat Mechanics and Service Technicians

0.0%

1,190

4.0Tire Repairers and Changers

0.0%

1,430

3.9Production Workers, All Other

0.0%

1,760

1.5Air Traffic Controllers

0.0%

1,310

3.8Automotive and Watercraft Service Attendants

0.0%

1,370

1.7Petroleum Engineers

0.0%

1,180

3.8Food Preparation Workers

0.0%

1,020

2.8Claims Adjusters, Examiners, and Investigators

0.0%

450

3.5Credit Analysts

0.0%

720

1.5Information Security Analysts

0.0%

1,070

3.0Database Administrators

0.0%

520

2.5Database Architects

0.0%

520

3.5Hoist and Winch Operators

0.0%

440

3.9Refuse and Recyclable Material Collectors

0.0%

720

3.8Computer Programmers

0.0%

940

3.5Software Quality Assurance Analysts and Testers

0.0%

430

3.5Web Developers

0.0%

520

2.8Web and Digital Interface Designers

0.0%

730

2.5Graphic Designers

0.0%

570

2.6Technical Writers

0.0%

390

2.0Interpreters and Translators

0.0%

440

1.8Photographers

0.0%

480

1.4Detectives and Criminal Investigators

0.0%

530

0.8Police and Sheriff’s Patrol Officers

0.0%

390

3.1Bartenders

0.0%

750

3.6Waiters and Waitresses

0.0%

590

2.5Concierges

0.0%

760

3.8Parts Salespersons

0.0%

410

2.2Sales Engineers

0.0%

990

2.8Sales and Related Workers, All Other

0.0%

1,080

2.0Riggers

0.0%

830

3.2Structural Metal Fabricators and Fitters

0.0%

860

4.2Food Batchmakers

0.0%

580

3.7Food Cooking Machine Operators and Tenders

0.0%

710

3.8Furniture Finishers

0.0%

380

Highway Maintece Workers

0.0%

400

3.7Excavating and Loading Machine and Dragline Operators, Surface Mining

0.0%

650

2.5Computer, Automated Teller, and Office Machine Repairers

0.0%

1,050

3.3Control and Valve Installers and Repairers, Except Mechanical Door

0.0%

550

3.5Computer Numerically Controlled Tool Operators

0.0%

670

3.7Cooling and Freezing Equipment Operators and Tenders

0.0%

550

1.4Ambulance Drivers and Attendants, Except Emergency Medical Technicians

0.0%

710

3.8Subway and Streetcar Operators

0.0%

960

2.2Motorboat Operators

0.0%

420

3.2Electronics Engineers, Except Computer

0.0%

590

1.5Marine Engineers and Naval Architects

0.0%

970

2.3Engineers, All Other

0.0%

570

2.6Electro-Mechanical and Mechatronics Technologists and Technicians

0.0%

430

3.3Industrial Engineering Technologists and Technicians

0.0%

450

2.5Calibration Technologists and Technicians

0.0%

850

3.2Engineering Technologists and Technicians, Except Drafters, All Other

0.0%

580

2.3Chemical Technicians

0.0%

610

1.8Self-Enrichment Teachers

0.0%

540

4.1Office Machine Operators, Except Computer

0.0%

900

3.7Agricultural Equipment Operators

0.0%

390

3.5Farmworkers, Farm, Ranch, and Aquacultural Animals

0.0%

820

2.8Logging Equipment Operators

0.0%

860

3.8Cooks, Institution and Cafeteria

0.0%

440

3.5Cooks, Restaurant

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