Healthcare Administrators

Healthcare operators: help train the models that support your workflows.

Practice managers, revenue cycle leads, compliance officers, and health system administrators — use your operational experience to train the latest AI models in healthcare workflows, coding, and regulatory judgment. No clinical license required. Join CrowdGen’s network of healthcare administrators, and we’ll bring you in when there’s work worth your time.

RemoteFlexible hoursIndependent contractor

Who we’re looking for.

A vetted network of practicing healthcare operators.

  • ✓5+ years in healthcare operations or administration — Running or overseeing real processes in a clinic, hospital, health system, or health plan.
  • ✓No clinical license required — This profile is about operational and regulatory judgment, not diagnosis or treatment.
  • ✓Fluency with the mechanics — Coding and classification (ICD, CPT, HCC), payer rules, authorization pathways, and the documentation that has to hold up.
  • ✓Clear written English — A lot of this work is explaining your reasoning, not just making the call.
  • ✓Bonus skills — EMR/EHR workflow build and configuration experience, quality and accreditation programs (Joint Commission, NCQA, HEDIS, CMS star ratings), or healthcare analytics such as operational metrics and denial trend analysis.
To join: A LinkedIn profile and a resume showing your education and experience are required to qualify.

What you’d actually do.

The work any experienced healthcare operator would recognize.

  • 01
    Build realistic operational scenarios that stress the model

    Competing constraints, staffing shortages, payer rules that override the general case, and the cross-functional ripple a single policy change sets off.

  • 02
    Write the answer an experienced operator would give

    When the model falls short, produce the correct response grounded in how the work actually gets done, with the reasoning made explicit.

  • 03
    Develop rubrics that assess models

    Build relevant frameworks that can assess comprehensiveness and practicality in chaotic, real-world environments.

  • 04
    Catch compliance and coding errors

    Wrong codes, missed regulatory requirements, and guidance that would fail an audit or trigger a denial.

Questions, answered.

What is CrowdGen?+

CrowdGen is the contributor platform of Appen, a publicly traded data company listed on the Australian Securities Exchange under the code APX. Founded in 1996, Appen has been present at every major inflection point in AI — from early speech recognition to frontier reasoning models. Today, 80% of the world’s leading LLM builders are Appen customers. Through CrowdGen, you can use your professional expertise to contribute to frontier AI development and research.

What happens after I get accepted into CrowdGen?+

Joining the network is a qualification step — once your application is approved, we make matching projects available to you, and we reach out when one fits your background.

Why do you need my LinkedIn and resume?+

Because we vet everyone in the network. Seeing your real background is how we make sure the work we send you is actually matched to your experience. A LinkedIn profile and a resume showing your education and experience are required to qualify.

Ready when you are.

Once you submit your profile, our team reviews it and follows up within 72 hours if your background matches what we’re looking for.

Qualify Now
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