Travel Risk Expert (HR)

$30 - $50/hourpay

Required Skills

crisis management
incident response
business continuity planning
travel risk analysis
rubric development
ai model training
risk zone analysis
policy development
hr workflows
corporate security
written communication
verbal communication
attention to detail
structured reasoning
scenario-based assessment
remote work
cross-functional collaboration
feedback delivery
emerging threat monitoring
enterprise travel risk management platforms

Job Description

Job Title: Travel Risk Expert (HR)


Job Type: Contractor


Location: Remote


Job Summary:

We are seeking a highly experienced Travel Risk Expert (HR) to join our customer's team. This unique role merges travel risk oversight with AI training and rubric development, focusing on evaluating and enhancing organizational responses to employee travel exposures in risk zones. Your crisis management acumen will directly inform advanced AI models designed to support global workforce safety and resilience.


Key Responsibilities:

  1. Design and develop structured rubrics to assess AI outputs related to employee travel risk and exposure.
  2. Analyze data pertaining to employee travel in risk zones and generate scenario-based crisis response tasks.
  3. Contribute subject-matter expertise for AI model training, ensuring accurate reflection of real-world HR, security, and incident response protocols.
  4. Monitor emerging global threats and translate insights into actionable training data and evaluation criteria.
  5. Collaborate closely with AI researchers, HR professionals, and security experts to refine workflows and improve rubric quality.
  6. Draft and edit concise, precise written guidance for both human and AI audiences.
  7. Review and provide feedback on rubric tasks to guarantee clarity, fairness, and relevance to enterprise travel risk.


Required Skills and Qualifications:

  1. Demonstrated expertise in crisis management, incident response, or business continuity planning within enterprise environments.
  2. Strong judgment and ability to plan and adapt multi-stage responses under uncertainty.
  3. Advanced understanding of HR, corporate security, and communication workflows.
  4. Exceptional written and verbal communication skills, with meticulous attention to detail.
  5. Proven ability to design, write, and evaluate structured reasoning rubrics for AI model assessment.
  6. Experience monitoring employee travel risk, including risk zone analysis and policy development.
  7. Confidence working autonomously in a remote, cross-functional expert team.


Preferred Qualifications:

  1. Background in training or evaluating AI systems or human-in-the-loop processes.
  2. Familiarity with enterprise travel risk management software or platforms.
  3. Experience in global HR operations or international emergency communications.
About micro1
micro1 is a data engine that helps AI labs train foundational models and enterprises build AI agents. We provide frontier evaluations and reinforcement learning environments used to improve LLM capabilities, as well as contextual evaluations used to monitor and improve AI agents in enterprise settings. Our data engine includes an AI recruiter agent that sources and vets domain experts, a data platform that enables rapid production of high-quality training data, and a pipeline performance system that ensures both quality and velocity.
Our goal is to have 1 billion people doing meaningful work by contributing their expertise to the development of frontier AI models. We’ve raised $40M+ in funding, and our AI recruiter has powered more than 1 million AI-led interviews as our global network of experts expands to form the human intelligence layer for AGI.

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