AITakeover Tracker
44%medium risk

Locomotive Engineers

Drive electric, diesel-electric, steam, or gas-turbine-electric locomotives to transport passengers or freight. Interpret train orders, electronic or manual signals, and railroad rules and regulations.

Green Increased DemandHigher risk than 90% of occupations

AI Impact Summary

Locomotive Engineers faces moderate AI displacement risk with a score of 44/100. This occupation has higher AI displacement risk than 90% of all analyzed occupations. Of 15 analyzed tasks, 6 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

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%

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

Mathematics10%

Mathematics 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.

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.

Manual Dexterity80%

Manual Dexterity 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.

Coordination70%

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

Social Perceptiveness90%

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

Instructing75%

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

Service Orientation82%

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

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingActive LearningWritingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Locomotive Engineers 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

-7.3pt risk+$4K/yr salary

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

-5.2pt risk+$4K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.8pt risk+$5K/yr salary

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.

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School2%
High School Diploma68%
Some College23%
Post-Secondary Certificate7%

Prior Experience Needed

Work experience required to enter this job

None25%
Up to 1 month3%
3-6 months2%
6 months - 1 year13%
1-2 years33%
2-4 years15%
4-6 years8%

Training Provided After Hiring

How long it typically takes to learn on the job

None2%
Up to 1 month2%
1-3 months9%
3-6 months39%
6 months - 1 year30%
1-2 years9%
4-6 years8%

How AI Impacts Each Task

15 tasks analyzed

Interpret train orders, signals, or railroad rules and regulations that govern the operation of locomotives.

Risk: 77.2%AI: 70EstimatedTime: 10%

Confer with conductors or traffic control center personnel via radiophones to issue or receive information concerning stops, delays, or oncoming trains.

Risk: 31.0%AI: 40EstimatedTime: 10%

Receive starting signals from conductors and use controls such as throttles or air brakes to drive electric, diesel-electric, steam, or gas turbine-electric locomotives.

Risk: 57.0%AI: 60EstimatedTime: 15%

Monitor gauges or meters that measure speed, amperage, battery charge, or air pressure in brakelines or in main reservoirs.

Risk: 86.0%AI: 92EstimatedTime: 10%

Observe tracks to detect obstructions.

Risk: 61.0%AI: 70EstimatedTime: 10%

Call out train signals to assistants to verify meanings.

Risk: 73.2%AI: 60EstimatedTime: 5%

Operate locomotives to transport freight or passengers between stations or to assemble or disassemble trains within rail yards.

Risk: 57.0%AI: 60EstimatedTime: 15%

Check to ensure that brake examination tests are conducted at shunting stations.

Risk: 85.2%AI: 90EstimatedTime: 3%

Respond to emergency conditions or breakdowns, following applicable safety procedures and rules.

Risk: 13.0%AI: 10EstimatedTime: 5%

Inspect locomotives to verify adequate fuel, sand, water, or other supplies before each run or to check for mechanical problems.

Risk: 53.0%AI: 50EstimatedTime: 4%

Inspect locomotives after runs to detect damaged or defective equipment.

Risk: 57.0%AI: 60EstimatedTime: 3%

Prepare reports regarding any problems encountered, such as accidents, signaling problems, unscheduled stops, or delays.

Risk: 87.2%AI: 95EstimatedTime: 4%

Check to ensure that documentation, such as procedure manuals or logbooks, are in the driver's cab and available for staff use.

Risk: 85.2%AI: 90EstimatedTime: 2%

Monitor train loading procedures to ensure that freight or rolling stock are loaded or unloaded without damage.

Risk: 59.0%AI: 65EstimatedTime: 2%

Drive diesel-electric rail-detector cars to transport rail-flaw-detecting machines over tracks.

Risk: 57.0%AI: 60EstimatedTime: 2%

Protective Factors

Total protective discount: 27.5%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilitySelf ControlIntegrityCooperationStress ToleranceConcern for OthersInitiativeAchievement/EffortAdaptability/FlexibilityAnalytical ThinkingIndependence

Wage & Employment (2024)

Median Wage

$77,400

per year

Mean Wage

$81,540

per year

Employment

32K

workers

Wage Range

$60,980 - $100,690

10th - 90th pct

Wage Distribution

$60,980Median: $77,400$100,690
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

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Higher risk than 13% of other occupations

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Higher risk than 16% of other occupations

Service Unit Operators, Oil, Gas, and Mining

24%
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Higher risk than 16% of other occupations

Rail-Track Laying and Maintenance Equipment Operators

30%
Medium Risk

Median salary: $67,370

Higher risk than 38% of other occupations

Rail Yard Engineers, Dinkey Operators, and Hostlers

32%
Medium Risk

Median salary: $58,030

Higher risk than 51% of other occupations

Railroad Brake, Signal, and Switch Operators

38%
Medium Risk

Higher risk than 76% of other occupations

Railroad Conductors and Yardmasters

40%
Medium Risk

Median salary: $74,080

Higher risk than 82% of other occupations

Locomotive Firers

44%
Medium Risk

Higher risk than 90% of other occupations

Shipping, Receiving, and Traffic Clerks

51%
High Risk

Median salary: $43,190

Higher risk than 97% of other occupations

Subway and Streetcar Operators

52%
High Risk

Median salary: $84,830

Higher risk than 98% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Financial Managers

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Locomotive Engineers professionals should diversify beyond them.

  • Information Ordering

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

  • Reading Comprehension

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

  • Mathematics

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

  • Memorization

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

  • Mathematics

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

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Adaptability/Flexibility

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

  • Leadership

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

  • Manual Dexterity

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

  • Complex Problem Solving

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

  • Coordination

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

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

-2.6

overall change

Checking for existing plan...