Rail Car Repairers
Diagnose, adjust, repair, or overhaul railroad rolling stock, mine cars, or mass transit rail cars.
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)
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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 Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
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
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
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Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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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
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
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.
Test units for operability before and after repairs.
Record conditions of cars, and repair and maintenance work performed or to be performed.
Remove locomotives, car mechanical units, or other components, using pneumatic hoists and jacks, pinch bars, hand tools, and cutting torches.
Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed.
Inspect the interior and exterior of rail cars coming into rail yards to identify defects and to determine the extent of wear and damage.
Adjust repaired or replaced units as needed to ensure proper operation.
Perform scheduled maintenance, and clean units and components.
Repair and maintain electrical and electronic controls for propulsion and braking systems.
Repair, fabricate, and install steel or wood fittings, using blueprints, shop sketches, and instruction manuals.
Disassemble units such as water pumps, control valves, and compressors so that repairs can be made.
Align car sides for installation of car ends and crossties, using width gauges, turnbuckles, and wrenches.
Measure diameters of axle wheel seats, using micrometers, and mark dimensions on axles so that wheels can be bored to specified dimensions.
Replace defective wiring and insulation, and tighten electrical connections, using hand tools.
Test electrical systems of cars by operating systems and using testing equipment such as ammeters.
Install and repair interior flooring, fixtures, walls, plumbing, steps, and platforms.
Examine car roofs for wear and damage, and repair defective sections, using roofing material, cement, nails, and waterproof paint.
Paint car exteriors, interiors, and fixtures.
Repair car upholstery.
Repair window sash frames, attach weather stripping and channels to frames, and replace window glass, using hand tools.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Repair or replace defective or worn parts such as bearings, pistons, and gears, using hand tools, torque wrenches, power tools, and welding equipment. | 0Estimated | 9.0% | 12% | |
| Test units for operability before and after repairs. | 30Estimated | 45.0% | 6% | |
| Record conditions of cars, and repair and maintenance work performed or to be performed. | 92Estimated | 86.0% | 5% | |
| Remove locomotives, car mechanical units, or other components, using pneumatic hoists and jacks, pinch bars, hand tools, and cutting torches. | 0Estimated | 9.0% | 8% | |
| Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed. | 60Estimated | 51.0% | 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. | 65Estimated | 53.0% | 7% | |
| Adjust repaired or replaced units as needed to ensure proper operation. | 0Estimated | 9.0% | 6% | |
| Perform scheduled maintenance, and clean units and components. | 20Estimated | 41.0% | 8% | |
| Repair and maintain electrical and electronic controls for propulsion and braking systems. | 5Estimated | 11.0% | 5% | |
| Repair, fabricate, and install steel or wood fittings, using blueprints, shop sketches, and instruction manuals. | 0Estimated | 9.0% | 5% | |
| Disassemble units such as water pumps, control valves, and compressors so that repairs can be made. | 0Estimated | 9.0% | 5% | |
| Align car sides for installation of car ends and crossties, using width gauges, turnbuckles, and wrenches. | 0Estimated | 9.0% | 4% | |
| Measure diameters of axle wheel seats, using micrometers, and mark dimensions on axles so that wheels can be bored to specified dimensions. | 30Estimated | 45.0% | 3% | |
| Replace defective wiring and insulation, and tighten electrical connections, using hand tools. | 0Estimated | 9.0% | 3% | |
| Test electrical systems of cars by operating systems and using testing equipment such as ammeters. | 40Estimated | 43.0% | 3% | |
| Install and repair interior flooring, fixtures, walls, plumbing, steps, and platforms. | 0Estimated | 9.0% | 3% | |
| Examine car roofs for wear and damage, and repair defective sections, using roofing material, cement, nails, and waterproof paint. | 0Estimated | 9.0% | 3% | |
| Paint car exteriors, interiors, and fixtures. | 40Estimated | 49.0% | 2% | |
| Repair car upholstery. | 0Estimated | 9.0% | 2% | |
| Repair window sash frames, attach weather stripping and channels to frames, and replace window glass, using hand tools. | 0Estimated | 9.0% | 2% |
Protective Factors
Total protective discount: 26.4%
Essential Soft Skills
Traits that are hard for AI to replicate
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
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 2% of other occupations
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Construction Carpenters
21%Median salary: $59,310
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Pipelayers
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Excavating and Loading Machine and Dragline Operators
23%Higher risk than 13% of other occupations
Service Unit Operators, Oil, Gas, and Mining
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Higher risk than 16% of other occupations
Maintenance Workers, Machinery
30%Median salary: $60,500
Higher risk than 37% of other occupations
Rail-Track Laying and Maintenance Equipment Operators
30%Median salary: $67,370
Higher risk than 38% of other occupations
Molding and Casting Workers
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Higher risk than 72% of other occupations
Engine and Other Machine Assemblers
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Higher risk than 76% of other occupations
Sales Managers
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Chief Executives
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General and Operations Managers
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Marketing Managers
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Advertising and Promotions Managers
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Computer and Information Systems Managers
31%Higher risk than 45% of other occupations
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
overall change
Related News
Recent articles about AI affecting this occupation
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