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Healthcare Specialist Rubric Design

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Job details

Pay

$100 USD/hr

Engagement

Contract, part-time

Location

Remote

United States only

Posted

Sep 30, 2026

OpenTrain on Trustpilot

The work

You will help train AI systems by creating difficult healthcare questions, writing detailed scoring rubrics, and reviewing AI-generated clinical content. Your work will focus on whether responses are accurate, complete, safe, well reasoned, appropriately uncertain, and professionally relevant.

  • Create challenging healthcare questions that reveal weaknesses in advanced AI responses.
  • Design rubrics covering essential concepts, reasoning steps, caveats, acceptable alternatives, and critical errors.
  • Evaluate clinical content for factual accuracy, completeness, safety, reasoning quality, and appropriate certainty.
  • Separate minor omissions from problems that could materially affect clinical quality or safety.
  • Review rubrics written by other healthcare professionals.
  • Write expert reference answers, explanations, critiques, and gold-standard content for reinforcement learning and supervised fine-tuning workflows.

Requirements

This is a remote, part-time contractor role for healthcare professionals in the United States.

  • Time: 20 or more hours per week.
  • Language: Professional English proficiency at C1 level or higher.
  • Qualifications: A professional degree, license, credential, or recognized qualification in medicine, dentistry, pharmacy, nursing, or another healthcare discipline.
  • Experience: At least three years of professional or clinical experience in a clearly defined healthcare specialty or subspecialty.
  • Skills: Create challenging expert-level questions, write detailed rubrics, assess clinical reasoning and safety, judge completeness and uncertainty, and identify important omissions and acceptable alternatives.
  • Skills: AI evaluation, Clinical pharmacology, Clinical reasoning, Dentistry, Emergency medicine, English, Expert review, Healthcare, Medical education, Medicine, Nursing, Pathology

Open to applicants in

  • United States

Preferred

  • Helpful background: Medical education, examination writing, competency assessment, clinical guidelines, teaching, peer review, quality assurance, AI evaluation, reinforcement learning from human feedback, supervised fine-tuning, data annotation, model benchmarking, or rubric-based scoring.

How to apply

  1. Press Apply now. You create a free account and add your resume.
  2. Complete your application for this role on OpenTrain.

Job ID: cmuns5xt000020agmmcrnt6yc

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