Machine Learning Expert (Ph.Ds/Post-Docs).

Machine Learning Expert (Ph.Ds/Post-Docs) is a remote review track for evaluating AI outputs across machine learning specialist operations workflows. Reviewers grade workflow correctness, policy adherence, and stakeholder fit; flag operational risk; and document the right next step so the modeling team can train on it.

Machine Learning specialist operations AI has to fit into an actual day at work. AuraOne uses experienced operators to grade outputs the way a senior peer would — checking workflow, policy, and the unwritten rules that decide whether a task actually gets done.

Review tutoring, pedagogy, assessment, curriculum, and learning-support AI outputs for real learner use.

• ↳Review AI outputs against current machine learning specialist operations workflows, playbooks, and firm policy for Machine Learning Expert (Ph.Ds/Post-Docs) assignments.
• ↳Grade tone, escalation logic, and stakeholder fit on a structured rubric.
• ↳Flag operational risk, missed escalations, and policy-adherence gaps with severity tags.
• ↳Capture the right next step so the modeling team can train on it.
• ↳Adjudicate disputed treatments against published playbooks or firm guidance.
• ↳Maintain reviewer-quality scores in inter-rater calibration cycles.

• ↳Direct working experience in machine learning specialist operations on real teams for Machine Learning Expert (Ph.Ds/Post-Docs) work.
• ↳Comfort applying multi-page rubrics consistently across long batches.
• ↳Clear written reasoning that names the policy or workflow being applied.
• ↳Strong attention to detail and the ability to flag when a prompt itself is the problem.
• ↳Reliable async availability for at least 10 hours per week.

$75 / hr

Expected schedule: contractor, remote specialist work with program-defined task volume and review pacing.

• Operational review
• Policy adherence
• Workflow judgment
• Stakeholder communication
• Machine Learning specialist operations
• AI model evaluation
• Analytical thinkingLLM experience
• Data annotation
• Literacy
• Presentation developmentAI

AuraOne uses a shared specialist intake to confirm track fit, review readiness, and the best queue for your profile. Applications submitted from partner job boards carry the source, role, and category on the apply URL.