AI training contract
Transportation and Warehousing Expert
Business Operations · USD 30-70 an hour. · 30 openings
Transportation and Warehousing Expert is contract work for micro1, reviewing and correcting what AI models produce in business operations. The output of the job is expert judgement written down: a model gives an answer, someone who knows the subject decides whether it is right and explains why.
What it requires. No credential is stated on this listing beyond experience in the field.
What it pays. USD 30 to USD 70 an hour, as published by micro1. Rates in this category track how rare the credential is rather than how hard the work is.
Where. The listing says this role is remote and names no country. micro1 says it hires talent from around the world, except people who reside in Afghanistan, Belarus, China, Cuba, Democratic Republic of the Congo, Hong Kong, Iran, Iraq, Libya, Macao, Myanmar, North Korea, Russian Federation, Somalia, South Sudan, Sudan, Syria, Venezuela, Ukraine, Yemen, and Ethiopia. So this page lists every other country as eligible, on the strength of that rule and not of anything this listing says. Requirements can still differ by role, so check the application page on micro1 before you apply.
micro1 lists 30 openings on this role.
Skills named: Logistics, Supply chain.
Applications are made on micro1, not here. WFA Digital is independent of micro1 and may receive a referral fee if you are hired, at no cost to you.
Full listing, as published by 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.
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Rate, openings and requirements checked 2026-10-24 against micro1's own public postings.