micro1 · Finance & specialist
Freight Railcar Carman / Car Foreman (AAR Repair)
Listed on micro1 as “Freight Railcar Carman / Car Foreman (AAR Repair)”
How this rate compares
This listing
$20–$60 per hour
Typical in Finance & specialist
$60–$100 per hour
Within the typical range
Typical: the middle of the lowest and highest rates posted by 345 listings in this category on Seoulstart, in US dollars.
What this actually is
You bring your specialist expertise to AI evaluation. The shape of the work varies but the pattern is the same: review outputs, rate quality, write prompts, flag errors. The platform title (Freight Railcar Carman / Car Foreman (AAR Repair)) reflects the rate band and the expertise required, not the day-to-day work.
How micro1 picks people
- Apply to the role, then do an interview with micro1's AI recruiter. It takes 20 to 40 minutes.
- Some roles add a short skills test after the interview.
- If you pass, micro1 asks you to finish your profile and verify your ID. You then join its certified pool and can apply to its other open roles.
Before you start
- Plan for 40 minutes in a quiet place.
- Have your CV and two or three examples of your own work in this field ready to talk about.
Not every applicant gets an offer. Prepare well for the interview.
How to prepare for the micro1 interview
Source: micro1's help pages. library.micro1.ai
Can you do this on your visa?
F-2 / F-4 / F-5 / F-6: open. E-1 to E-7: needs concurrent-employment permit. D-2 / D-4 students: S-3 permit, 20 hr/week cap. D-10 / D-8: case by case.
Korean tax on USD income
First 5 years in Korea: foreign-source income only taxed if remitted into Korea. After year 5: worldwide income. Full tax guide.
Original posting from micro1
Role Title: Freight Railcar Carman / Car Foreman (AAR Repair)
Role Type: Contractor
Location: Remote
micro1 is engaging Freight Railcar Carman / Car Foreman (AAR Repair) specialists to contribute domain expertise on a customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required - your domain knowledge is what matters. As an expert contributor, you’ll review, analyze, and document technical railway scenarios involving freight car inspection, repair, and compliance, directly impacting the accuracy and reliability of AI-powered systems in the rail industry.
Scope of Work
• Review real-world inspection findings and assess the accuracy and completeness of reported repairs on freight railcars.
• Apply AAR Field Manual and Office Manual rules to validate repair decisions and documentation.
• Evaluate compliance with FRA Part 215 repair standards and ensure thorough repair documentation.
• Analyze freight car component issues, such as wheels, brakes, and structural elements, to determine appropriate repair actions and billing job codes.
• Provide detailed written and verbal feedback explaining applicable AAR rules, billing codes, and the rationale behind repair decisions.
• Participate in the assessment of mechanical department documentation for accuracy, completeness, and regulatory compliance.
Preferred Qualifications
• Extensive experience as a journeyman carman, car foreman, car inspector, or mechanical department draftsman in Class I or short-line railroad settings or contract repair shops.
• Expert-level knowledge of AAR Field Manual and Office Manual, including practical application to real-world repairs and billing scenarios.
• Thorough understanding of FRA Part 215 and current industry repair documentation practices.
• Proven ability to inspect, diagnose, and specify repairs for all major freight car components.
• Strong written and verbal communication skills, with attention to detail in technical explanations and feedback.
• Familiarity with inspection record-keeping, repair billing codes, and AAR compliance requirements.
• Background in training, mentoring, or knowledge sharing within mechanical or technical railcar roles (nice to have).
Quoted from micro1's public listing on 2026-11-13. We don't edit platform copy; honest framing is in the title and the “what this actually is” block above.
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About micro1
Recruits experts and generalists for AI training projects and lists each role with an hourly range on its own job board. You apply per role, then do a role-specific interview with micro1's AI recruiter.
Is micro1 legit? Our review
A real US company that pays experts in USD through Deel twice a month. The hard part is getting from the Zara AI interview to paid work. Covers pay and who can join.
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