Locomotive Firers
Monitor locomotive instruments and watch for dragging equipment, obstacles on rights-of-way, and train signals during run. Watch for and relay traffic signals from yard workers to yard engineer in railroad yard.
AI Impact Summary
Locomotive Firers 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 11 analyzed tasks, 3 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)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Locomotive Firers 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
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
by Pluralsight
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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
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
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
11 tasks analyzed
Observe train signals along routes and verify their meanings for engineers.
Monitor trains as they go around curves to detect dragging equipment and smoking journal boxes.
Receive signals from workers in rear of train and relay that information to engineers.
Observe tracks from left sides of locomotives to detect obstructions on tracks.
Operate locomotives in emergency situations.
Inspect locomotives to detect damaged or worn parts.
Signal other workers to set brakes and to throw track switches when switching cars from trains to way stations.
Check to see that trains are equipped with supplies such as fuel, water, and sand.
Monitor oil, temperature, and pressure gauges on dashboards to determine if engines are operating safely and efficiently.
Start diesel engines to warm engines before runs.
Operate locomotives under the instruction of engineers.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Observe train signals along routes and verify their meanings for engineers. | 70Estimated | 77.2% | 15% | |
| Monitor trains as they go around curves to detect dragging equipment and smoking journal boxes. | 50Estimated | 53.0% | 10% | |
| Receive signals from workers in rear of train and relay that information to engineers. | 62Estimated | 74.0% | 10% | |
| Observe tracks from left sides of locomotives to detect obstructions on tracks. | 50Estimated | 53.0% | 15% | |
| Operate locomotives in emergency situations. | 5Estimated | 11.0% | 2% | |
| Inspect locomotives to detect damaged or worn parts. | 60Estimated | 57.0% | 8% | |
| Signal other workers to set brakes and to throw track switches when switching cars from trains to way stations. | 30Estimated | 45.0% | 5% | |
| Check to see that trains are equipped with supplies such as fuel, water, and sand. | 50Estimated | 53.0% | 5% | |
| Monitor oil, temperature, and pressure gauges on dashboards to determine if engines are operating safely and efficiently. | 97Estimated | 88.0% | 10% | |
| Start diesel engines to warm engines before runs. | 90Estimated | 69.0% | 5% | |
| Operate locomotives under the instruction of engineers. | 20Estimated | 41.0% | 15% |
Protective Factors
Total protective discount: 26.2%
Essential Soft Skills
Traits that are hard for AI to replicate
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsHighway Maintenance Workers
22%Median salary: $49,070
Higher risk than 12% of other occupations
Excavating and Loading Machine and Dragline Operators
23%Higher risk than 13% of other occupations
Heavy and Tractor-Trailer Truck Drivers
24%Median salary: $57,440
Higher risk than 16% of other occupations
Service Unit Operators, Oil, Gas, and Mining
24%Median salary: $57,980
Higher risk than 16% of other occupations
Rail-Track Laying and Maintenance Equipment Operators
30%Median salary: $67,370
Higher risk than 38% of other occupations
Rail Yard Engineers, Dinkey Operators, and Hostlers
32%Median salary: $58,030
Higher risk than 51% of other occupations
Railroad Brake, Signal, and Switch Operators
38%Higher risk than 76% of other occupations
Railroad Conductors and Yardmasters
40%Median salary: $74,080
Higher risk than 82% of other occupations
Locomotive Engineers
44%Median salary: $77,400
Higher risk than 90% of other occupations
Subway and Streetcar Operators
52%Median salary: $84,830
Higher risk than 98% of other occupations
Recommendations
Skills to Develop
These skills are at risk from AI automation. Locomotive Firers 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.
- 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.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Critical Thinking
Critical Thinking 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.
- Writing
Writing 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