micro1 · Finance & specialist
Transportation and Warehousing Expert
Listed on micro1 as “Transportation and Warehousing Expert”
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 (Transportation and Warehousing Expert) reflects the rate band and the expertise required, not the day-to-day work.
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: Transportation and Warehousing Expert
Role Type: Contractor
Location: Remote
micro1 is engaging Transportation and Warehousing Experts to contribute to a dynamic project for a valued customer. 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.
Scope of Work
• Analyze and provide detailed feedback on logistics, transportation, and warehousing scenarios to inform AI model development.
• Curate, review, and validate real-world data and documents relevant to supply chain, cargo management, dispatch operations, and freight movement.
• Develop clear written explanations of complex processes such as inventory management, distribution planning, and cargo routing.
• Evaluate system-generated outputs for accuracy and relevance to logistics and warehousing best practices.
• Create domain-specific queries, case studies, or hypothetical scenarios that test AI reasoning in transportation and storage contexts.
• Collaborate with project managers and technical teams via precise written and verbal communication to ensure deliverable quality.
• Identify gaps in AI system knowledge and propose enhancements based on current industry standards and regulations.
Preferred Qualifications
• Minimum of 5 years' experience as a Logistician, Supply Chain Manager, Transportation/Distribution Manager, Cargo and Freight Agent, or Dispatcher.
• Comprehensive knowledge of warehousing, transportation, and logistics operations and regulations.
• Demonstrated ability to articulate complex supply chain concepts both verbally and in writing.
• Detail-oriented approach to reviewing operational data, workflows, and process documentation.
• Proficiency with industry-standard logistics software, management systems, and tracking tools.
• Experience handling diverse cargo, distribution models, or multimodal transport networks.
• Strong collaborative skills for remote project participation and feedback exchange.
Quoted from micro1’s public listing on 2026-10-26.We don’t edit platform copy; honest framing is in the title and the “what this actually is” block above.
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More on this platform
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. Pay, who can join, and how Korean visa and tax rules apply.
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