AITakeover Tracker
20%low risk

Rail Car Repairers

Diagnose, adjust, repair, or overhaul railroad rolling stock, mine cars, or mass transit rail cars.

Higher risk than 6% of occupations

AI Impact Summary

Rail Car Repairers faces low AI displacement risk with a score of 20/100. This occupation has higher AI displacement risk than 6% of all analyzed occupations. Of 20 analyzed tasks, 1 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%

Reading Comprehension 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.

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)

Manual Dexterity80%

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

Equipment Maintenance78%

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

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.

Coordination70%

Coordination 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.

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.

AI-Augmented Skills (7)

Critical ThinkingMonitoringWritingJudgment and Decision MakingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Rail Car Repairers 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

-6.9pt risk+$3K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-4.8pt risk+$3K/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

-3.5pt risk+$3K/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 School10%
High School Diploma84%
Some College2%
Level 104%

Prior Experience Needed

Work experience required to enter this job

None32%
Up to 1 month10%
1-3 months16%
3-6 months6%
6 months - 1 year13%
1-2 years17%
2-4 years7%

Training Provided After Hiring

How long it typically takes to learn on the job

None7%
Up to 1 month17%
1-3 months17%
3-6 months2%
6 months - 1 year34%
1-2 years24%

How AI Impacts Each Task

20 tasks analyzed

Repair or replace defective or worn parts such as bearings, pistons, and gears, using hand tools, torque wrenches, power tools, and welding equipment.

Risk: 9.0%AI: 0EstimatedTime: 12%

Test units for operability before and after repairs.

Risk: 45.0%AI: 30EstimatedTime: 6%

Record conditions of cars, and repair and maintenance work performed or to be performed.

Risk: 86.0%AI: 92EstimatedTime: 5%

Remove locomotives, car mechanical units, or other components, using pneumatic hoists and jacks, pinch bars, hand tools, and cutting torches.

Risk: 9.0%AI: 0EstimatedTime: 8%

Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed.

Risk: 51.0%AI: 60EstimatedTime: 8%

Inspect the interior and exterior of rail cars coming into rail yards to identify defects and to determine the extent of wear and damage.

Risk: 53.0%AI: 65EstimatedTime: 7%

Adjust repaired or replaced units as needed to ensure proper operation.

Risk: 9.0%AI: 0EstimatedTime: 6%

Perform scheduled maintenance, and clean units and components.

Risk: 41.0%AI: 20EstimatedTime: 8%

Repair and maintain electrical and electronic controls for propulsion and braking systems.

Risk: 11.0%AI: 5EstimatedTime: 5%

Repair, fabricate, and install steel or wood fittings, using blueprints, shop sketches, and instruction manuals.

Risk: 9.0%AI: 0EstimatedTime: 5%

Disassemble units such as water pumps, control valves, and compressors so that repairs can be made.

Risk: 9.0%AI: 0EstimatedTime: 5%

Align car sides for installation of car ends and crossties, using width gauges, turnbuckles, and wrenches.

Risk: 9.0%AI: 0EstimatedTime: 4%

Measure diameters of axle wheel seats, using micrometers, and mark dimensions on axles so that wheels can be bored to specified dimensions.

Risk: 45.0%AI: 30EstimatedTime: 3%

Replace defective wiring and insulation, and tighten electrical connections, using hand tools.

Risk: 9.0%AI: 0EstimatedTime: 3%

Test electrical systems of cars by operating systems and using testing equipment such as ammeters.

Risk: 43.0%AI: 40EstimatedTime: 3%

Install and repair interior flooring, fixtures, walls, plumbing, steps, and platforms.

Risk: 9.0%AI: 0EstimatedTime: 3%

Examine car roofs for wear and damage, and repair defective sections, using roofing material, cement, nails, and waterproof paint.

Risk: 9.0%AI: 0EstimatedTime: 3%

Paint car exteriors, interiors, and fixtures.

Risk: 49.0%AI: 40EstimatedTime: 2%

Repair car upholstery.

Risk: 9.0%AI: 0EstimatedTime: 2%

Repair window sash frames, attach weather stripping and channels to frames, and replace window glass, using hand tools.

Risk: 9.0%AI: 0EstimatedTime: 2%

Protective Factors

Total protective discount: 26.4%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilitySelf ControlCooperationIntegrityAttention to DetailIndependenceStress ToleranceAdaptability/FlexibilityInitiativeConcern for OthersInnovationPersistence

Wage & Employment (2024)

Median Wage

$65,680

per year

Mean Wage

$67,610

per year

Employment

18K

workers

Wage Range

$45,670 - $92,000

10th - 90th pct

Wage Distribution

$45,670Median: $65,680$92,000
Career Planning

Explore other career paths

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

Alternate Career Paths

See all transitions

Automotive Body and Related Repairers

16%
Low Risk

Median salary: $51,680

Higher risk than 2% of other occupations

Refractory Materials Repairers, Except Brickmasons

20%
Low Risk

Median salary: $58,540

Higher risk than 7% of other occupations

Construction Carpenters

21%
Low Risk

Median salary: $59,310

Higher risk than 8% of other occupations

Pipelayers

22%
Low Risk

Median salary: $48,710

Higher risk than 10% of other occupations

Excavating and Loading Machine and Dragline Operators

23%
Low Risk

Higher risk than 13% of other occupations

Service Unit Operators, Oil, Gas, and Mining

24%
Low Risk

Median salary: $57,980

Higher risk than 16% of other occupations

Maintenance Workers, Machinery

30%
Medium Risk

Median salary: $60,500

Higher risk than 37% of other occupations

Rail-Track Laying and Maintenance Equipment Operators

30%
Medium Risk

Median salary: $67,370

Higher risk than 38% of other occupations

Molding and Casting Workers

37%
Medium Risk

Median salary: $45,690

Higher risk than 72% of other occupations

Engine and Other Machine Assemblers

38%
Medium Risk

Median salary: $52,540

Higher risk than 76% 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

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Rail Car Repairers 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

    Reading Comprehension 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.

  • 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.

  • Manual Dexterity

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

  • Equipment Maintenance

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

  • 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.

  • 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.

  • Writing

    Writing 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.

Score History

Risk score over 2 scoring runs

-4.3

overall change

Checking for existing plan...

Related News

Recent articles about AI affecting this occupation

1 articles

David Rubenstein Show: Jeremy Allaire

Circle chief executive Jeremy Allaire recently shared his perspective on how artificial intelligence will impact the broader labor market.

Bloomberg Technology3d ago