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

AuraOne Human Data; Deutschland; Remote; EUR 71,000 - 106,000; Full time

Job summary

AuraOne Human Data seeks a Machine Learning Expert (Ph.Ds/Post-Docs) for a remote reviewer track to evaluate 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.

Responsibilities include reviewing outputs against workflows, playbooks and firm policy, grading tone, escalation logic, capturing next steps, and

Qualifications

• 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.

Responsibilities

• 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.

Skills

Operational review

Policy adherence

Workflow judgment

Machine Learning ops

AI model evaluation

Analytical thinking

Data annotation

Literacy

Presentation development

Stakeholder communication

Job description

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.

Why this role matters

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.

Responsibilities

• 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.

Qualifications

• 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.

Example tasks

• Grade a model's response to a real machine learning specialist operations ticket and rate workflow, tone, and escalation.
• Flag a missed escalation with the right severity tag and corrected next step.
• Adjudicate a disputed playbook call between two reviewers using firm guidance.
• Audit a 25-row batch for rubric consistency and report drift to the program lead.

Nice to have

• Prior experience training, calibrating, or QA-ing operations teams.
• Familiarity with AI-assisted workflow tooling and its failure modes.
• Bilingual experience for cross-region operations.

Skills

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

Work model

Remote -- US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

$75 / hr