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Global Mobility Expert

$20 - $50/hr Worldwide Remote · worldwide expert Contract / freelance
Pay rate · $20 - $50/hr
  • Job Description
  • Global Mobility Expert
  • Contractor
  • Remote

Job Summary

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.

Key Responsibilities

  • Design, draft, and review structured rubrics to train AI models on employee travel and cross-border movement scenarios.
  • Synthesize complex mobility data and workflows into clear, actionable tasks for AI assessment and evaluation.
  • Collaborate with HR, security, and communications stakeholders to ensure alignment with organizational protocols and business continuity planning (BCP).
  • Leverage crisis management or incident response experience to create realistic, multi-stage scenario rubrics for AI training and evaluation.
  • Assess and refine model outputs, focusing on structured reasoning, judgment under uncertainty, and response planning quality.
  • Document best practices and contribute expertise to rubric development for enterprise-level global mobility operations.
  • Ensure clear, professional written and verbal communications in all deliverables and cross-functional collaborations.

Required Skills and Qualifications

  • Demonstrated expertise in global mobility, expatriate management, or international HR operations.
  • Experience developing or evaluating rubrics, with the ability to articulate structured feedback for AI or data-centric projects.
  • Strong judgment and decision-making skills in crisis management, emergency operations, or enterprise incident response.
  • Familiarity with organizational workflows, including HR, security, and communications protocols.
  • Exceptional written and verbal communication skills, with attention to clarity and detail.
  • Ability to manage ambiguity, prioritize tasks, and plan multi-stage responses under uncertain conditions.
  • Track record of collaborating in cross-functional, remote teams to achieve high-quality outcomes.

Preferred Qualifications

  • Experience with AI training, model evaluation, or related data annotation projects.
  • Advanced certifications in security, business continuity, or global mobility management.
  • Prior involvement in rubric or standards development for complex organizational processes.
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