Ainxiety | School and Employee Bus Transportation

School and Employee Bus Transportation

# 569 overall · better than 62.9% of other industries

2/5Moderate Risk
AInxiety Score™

1/5

Regulatory Compliance

1/5

Workforce Flexibility

2/5

Capex Requirements

2/5

Data Intensity

2/5

Adaptability

3/5

Complexity

The School and Employee Bus Transportation industry is characterized by a balance of standardized operations and specialized requirements that have some potential for AI intervention. While regulatory and safety compliance creates high barriers to full automation, modest investments in AI for route optimization, safety monitoring, and operational efficiency are viable. The workforce's specialized nature poses challenges but could benefit from AI assistance tools. Adaptability is moderate due to stringent safety regulations but with growing explorative use of AI technologies in specific segments.

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School and Employee Bus Transportation

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Risk composition of jobs in this industry

197,550 jobs in School and Employee Bus Transportation

65.5%

129,330

2.0Bus Drivers, School

15.1%

29,830

2.0School Bus Monitors

5.9%

11,580

3.8Shuttle Drivers and Chauffeurs

4.8%

351,000

Industrial Truck and Tractor Operators

4.5%

331,600

3.7Postal Service Mail Carriers

3.9%

16,710

3.5Taxi Drivers

3.0%

6,030

2.2Bus and Truck Mechanics and Diesel Engine Specialists

1.7%

124,430

0.8Flight Attendants

1.6%

116,520

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

1.4%

2,830

3.7Dispatchers, Except Police, Fire, and Ambulance

1.3%

97,760

4.5Packers and Packagers, Hand

1.3%

96,570

3.8Cargo and Freight Agents

1.2%

2,360

3.0Bus Drivers, Transit and Intercity

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

1.0%

1,940

2.7Recycling Coordinators

0.9%

1,860

1.5General and Operations Managers

0.8%

1,550

4.2Office Clerks, General

0.7%

1,290

2.0Passenger Attendants

0.5%

37,610

2.7Railroad Conductors and Yardmasters

0.4%

32,410

2.3Commercial Pilots

0.4%

31,890

3.0Locomotive Engineers

0.4%

1,740

2.3Software Developers

0.4%

750

2.8Transportation, Storage, and Distribution Managers

0.4%

28,150

3.0Logisticians

0.3%

690

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

0.3%

680

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

0.3%

25,340

2.0Captains, Mates, and Pilots of Water Vessels

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%

19,550

3.9Inspectors, Testers, Sorters, Samplers, and Weighers

0.2%

470

3.8Bookkeeping, Accounting, and Auditing Clerks

0.2%

460

1.7Training and Development Specialists

0.2%

15,430

3.1Rail Car Repairers

0.2%

400

4.0Cleaners of Vehicles and Equipment

0.2%

13,810

2.6Postmasters and Mail Superintendents

0.2%

14,120

4.0Weighers, Measurers, Checkers, and Samplers, Recordkeeping

0.2%

360

2.6First-Line Supervisors of Office and Administrative Support Workers

0.2%

360

2.5Human Resources Specialists

0.2%

770

2.8Business Operations Specialists, All Other

0.2%

340

3.2Light Truck Drivers

0.2%

340

1.0Protective Service Workers, All Other

0.2%

12,430

1.8Airfield Operations Specialists

0.2%

12,770

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

0.2%

320

2.7Occupational Health and Safety Specialists

0.2%

680

3.8Subway and Streetcar Operators

0.1%

11,350

4.1Conveyor Operators and Tenders

0.1%

10,290

3.2Rail-Track Laying and Maintece Equipment Operators

0.1%

250

3.8Janitors and Cleaners, Except Maids and Housekeeping Cleaners

0.1%

550

1.4Ambulance Drivers and Attendants, Except Emergency Medical Technicians

0.1%

9,240

3.7Petroleum Pump System Operators, Refinery Operators, and Gaugers

0.1%

9,710

2.0Mobile Heavy Equipment Mechanics, Except Engines

0.1%

510

3.8Parking Attendants

0.1%

8,500

1.2Avionics Technicians

0.1%

8,720

2.6Aircraft Cargo Handling Supervisors

0.1%

210

3.8Payroll and Timekeeping Clerks

0.1%

220

3.8Automotive and Watercraft Service Attendants

0.1%

7,930

3.2Welders, Cutters, Solderers, and Brazers

0.1%

200

0.7Childcare Workers

0.1%

190

3.3Customer Service Representatives

0.1%

7,270

2.8First-Line Supervisors of Production and Operating Workers

0.1%

7,140

Miscellaneous Assemblers and Fabricators

0.1%

7,690

2.3Industrial Machinery Mechanics

0.1%

7,650

2.7Industrial Engineers

0.1%

190

2.8Motor Vehicle Operators, All Other

0.1%

6,900

3.8Tank Car, Truck, and Ship Loaders

0.1%

6,660

4.0Order Clerks

0.1%

6,180

4.2Machine Feeders and Offbearers

0.1%

6,100

3.1Signal and Track Switch Repairers

0.1%

5,760

3.8Machinists

0.1%

5,650

2.0Ship Engineers

0.1%

5,970

1.5First-Line Supervisors of Construction Trades and Extraction Workers

0.1%

140

2.2Financial Managers

0.1%

150

2.7Compliance Officers

0.1%

290

3.0Transportation Workers, All Other

0.1%

280

2.0Computer and Information Systems Managers

0.1%

5,450

2.0Installation, Maintece, and Repair Workers, All Other

0.1%

4,980

4.5Packaging and Filling Machine Operators and Tenders

0.1%

4,990

2.1Electrical and Electronic Engineering Technologists and Technicians

0.1%

110

3.3Computer User Support Specialists

0.1%

280

1.5Managers, All Other

0.1%

250

2.8Claims Adjusters, Examiners, and Investigators

0.1%

250

2.8Data Scientists

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%

4,360

2.3Operating Engineers and Other Construction Equipment Operators

0.1%

4,650

2.0Electricians

0.1%

4,730

2.8Electrical and Electronics Repairers, Commercial and Industrial Equipment

0.1%

4,200

2.3Crane and Tower Operators

0.1%

110

3.2Production, Planning, and Expediting Clerks

0.1%

100

2.8Maintece and Repair Workers, General

0.1%

3.8Helpers--Installation, Maintece, and Repair Workers

0.1%

3.2Accountants and Auditors

0.1%

230

3.1Market Research Analysts and Marketing Specialists

0.1%

230

3.9Stockers and Order Fillers

0.1%

3,890

2.1Maintece Workers, Machinery

0.1%

3,870

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

0.0%

3.3Executive Secretaries and Executive Administrative Assistants

0.0%

2.8Automotive Service Technicians and Mechanics

0.0%

160

2.2Project Management Specialists

0.0%

150

4.0Travel Agents

0.0%

160

2.8Administrative Services Managers

0.0%

2,640

2.5Industrial Production Managers

0.0%

2,740

3.2Pump Operators, Except Wellhead Pumpers

0.0%

2,940

2.8Merchandise Displayers and Window Trimmers

0.0%

3,200

2.8Electrical and Electronics Installers and Repairers, Transportation Equipment

0.0%

2,970

2.5Heating, Air Conditioning, and Refrigeration Mechanics and Installers

0.0%

3.8Billing and Posting Clerks

0.0%

3.2Receptionists and Information Clerks

0.0%

4.8Data Entry Keyers

0.0%

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

0.0%

1.5Human Resources Managers

0.0%

110

2.0Management Analysts

0.0%

150

1.8Public Relations Specialists

0.0%

130

1.8Personal Care and Service Workers, All Other

0.0%

140

4.3Shipping, Receiving, and Inventory Clerks

0.0%

140

1.5Sales Managers

0.0%

2,020

1.6Architectural and Engineering Managers

0.0%

1,850

4.2Cost Estimators

0.0%

1,930

4.5Information and Record Clerks, All Other

0.0%

1,970

2.2Transportation Security Screeners

0.0%

2,070

4.1Sewing Machine Operators

0.0%

2,300

1.8Construction Laborers

0.0%

2,120

3.4Rail Yard Engineers, Dinkey Operators, and Hostlers

0.0%

1,880

1.5Aerospace Engineers

0.0%

3.3Landscaping and Groundskeeping Workers

0.0%

1.7Tour Guides and Escorts

0.0%

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

0.0%

3.0Human Resources Assistants, Except Payroll and Timekeeping

0.0%

3.8Reservation and Transportation Ticket Agents and Travel Clerks

0.0%

2.8Automotive Body and Related Repairers

0.0%

3.0Heavy and Tractor-Trailer Truck Drivers

0.0%

0.5Chief Executives

0.0%

2.1Buyers and Purchasing Agents, Farm Products

0.0%

3.1Network and Computer Systems Administrators

0.0%

2.5Occupational Health and Safety Technicians

0.0%

1.8Training and Development Managers

0.0%

1.7Social and Human Service Assistants

0.0%

2.8Security Guards

0.0%

100

2.3Transportation Inspectors

0.0%

2.5First-Line Supervisors of Non-Retail Sales Workers

0.0%

3.8Cashiers

0.0%

3.8Bill and Account Collectors

0.0%

3.7Office and Administrative Support Workers, All Other

0.0%

2.5Marketing Managers

0.0%

100

3.0Facilities Managers

0.0%

1,300

3.2Purchasing Managers

0.0%

1,180

3.8Gas Compressor and Gas Pumping Station Operators

0.0%

1,720

3.2Operations Research Analysts

0.0%

1,240

1.5First-Line Supervisors of Security Workers

0.0%

1,200

3.2Grounds Maintece Workers, All Other

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%

1,680

2.2Carpenters

0.0%

1,540

2.0Plumbers, Pipefitters, and Steamfitters

0.0%

1,660

3.2Sheet Metal Workers

0.0%

1,350

2.5Motorboat Mechanics and Service Technicians

0.0%

1,190

4.0Tire Repairers and Changers

0.0%

1,140

3.8Helpers--Production Workers

0.0%

1,430

3.9Production Workers, All Other

0.0%

1,760

1.5Air Traffic Controllers

0.0%

1,370

1.7Petroleum Engineers

0.0%

1,180

3.8Food Preparation Workers

0.0%

2.1Meeting, Convention, and Event Planners

0.0%

1.5Fundraisers

0.0%

3.0Compensation, Benefits, and Job Analysis Specialists

0.0%

2.4Financial and Investment Analysts

0.0%

2.5Computer Systems Analysts

0.0%

2.8Computer Network Support Specialists

0.0%

2.3Computer Occupations, All Other

0.0%

1.4Lawyers

0.0%

3.8Cooks, Institution and Cafeteria

0.0%

3.2First-Line Supervisors of Housekeeping and Janitorial Workers

0.0%

3.0Driver/Sales Workers

0.0%

2.9Rail Transportation Workers, All Other

0.0%

4.2Material Moving Workers, All Other

0.0%

2.5First-Line Supervisors of Retail Sales Workers

0.0%

3.3Retail Salespersons

0.0%

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

0.0%

3.5Procurement Clerks

0.0%

4.7File Clerks

0.0%

3.1Electronic Equipment Installers and Repairers, Motor Vehicles

0.0%

2.1Public Relations Managers

0.0%

950

1.6Construction Managers

0.0%

430

2.7Property, Real Estate, and Community Association Managers

0.0%

760

1.8Labor Relations Specialists

0.0%

530

3.0Budget Analysts

0.0%

450

3.5Credit Analysts

0.0%

720

1.5Information Security Analysts

0.0%

840

2.8Computer Network Architects

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%

490

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

0.0%

480

1.4Detectives and Criminal Investigators

0.0%

530

0.8Police and Sheriff’s Patrol Officers

0.0%

430

1.8Transit and Railroad Police

0.0%

970

1.3Private Detectives and Investigators

0.0%

390

3.1Bartenders

0.0%

750

3.6Waiters and Waitresses

0.0%

410

3.8Maids and Housekeeping Cleaners

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%

610

3.5Paving, Surfacing, and Tamping Equipment Operators

0.0%

830

2.5Construction and Building Inspectors

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%

960

2.2Motorboat Operators

0.0%

660

3.5Bridge and Lock Tenders

0.0%

1,050

2.0Civil Engineers

0.0%

880

2.3Electrical Engineers

0.0%

420

3.2Electronics Engineers, Except Computer

0.0%

580

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

0.0%

590

1.5Marine Engineers and Naval Architects

0.0%

1,060

2.5Mechanical Engineers

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%

440

3.5Cooks, Restaurant

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