Takeover Tracker
25%low risk

Bus Drivers, School or Special Client

Transport students or special clients, such as the elderly or persons with disabilities. Ensure adherence to safety rules. May assist passengers in boarding or exiting.

Higher risk than 19% of occupations
Checking for existing plan...

How AI Impacts Each Task

17 tasks analyzed

Comply with traffic regulations to operate vehicles in a safe and courteous manner.

Risk: 13.0%AI: 10EstimatedTime: 15%

Follow safety rules as students board and exit buses or cross streets near bus stops.

Risk: 39.0%AI: 15EstimatedTime: 8%

Check the condition of a vehicle's tires, brakes, windshield wipers, lights, oil, fuel, water, and safety equipment to ensure that everything is in working order.

Risk: 47.0%AI: 35EstimatedTime: 5%

Maintain order among pupils during trips to ensure safety.

Risk: 17.0%AI: 5EstimatedTime: 10%

Report any bus malfunctions or needed repairs.

Risk: 86.0%AI: 92EstimatedTime: 2%

Escort small children across roads and highways.

Risk: 9.0%AI: 0EstimatedTime: 5%

Pick up and drop off students at regularly scheduled neighborhood locations, following strict time schedules.

Risk: 41.0%AI: 20EstimatedTime: 10%

Maintain knowledge of first-aid procedures.

Risk: 69.9%AI: 51.73ObservedTime: 2%

Prepare and submit reports that may include the number of passengers or trips, hours worked, mileage, fuel consumption, or fares received.

Risk: 88.0%AI: 97EstimatedTime: 4%

Drive gasoline, diesel, or electrically powered multi-passenger vehicles to transport students between neighborhoods, schools, and school activities.

Risk: 13.0%AI: 10EstimatedTime: 20%

Read maps and follow written and verbal geographic directions.

Risk: 69.6%AI: 50.88ObservedTime: 3%

Regulate heating, lighting, and ventilation systems for passenger comfort.

Risk: 65.0%AI: 80EstimatedTime: 2%

Keep bus interiors clean for passengers.

Risk: 41.0%AI: 20EstimatedTime: 4%

Report delays, accidents, or other traffic and transportation situations, using telephones or mobile two-way radios.

Risk: 86.0%AI: 92EstimatedTime: 3%

Make minor repairs to vehicles.

Risk: 11.0%AI: 5EstimatedTime: 3%

Report delinquent student behaviors to school administration.

Risk: 70.0%AI: 52EstimatedTime: 2%

Record bus routes.

Risk: 88.0%AI: 97EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Bus Drivers, School or Special Client skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.8pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.9pt risk

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.7pt risk

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Score History

Risk score over 2 scoring runs

+2.8

overall change

Education & Training

Percentage of workers at each education and training level

Training Provided After Hiring

How long it typically takes to learn on the job

None6%
Up to 1 month38%
1-3 months55%
3-6 months1%

Related News

Recent articles about AI affecting this occupation

1 articles

AI Threatens 5 Million Jobs—Infrastructure Sector Rises as Key Driver of Growth - Bitget

While automation puts millions of roles at risk globally, the massive data center build-out is creating a surge in physical infrastructure and engineering positions. Workers who pivot to supporting AI's physical footprint will find immediate demand.

Google News AI JobsApr 10

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis