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Multilingual Inpatient Hospitalist (MD) — Clinical Documentation & AI Evaluation

Mercor • Remote, China, France, Germany, Hungary, Indonesia, Italy, Japan, Philippines, South Korea

Education

Not stated

Type

Hourly

Pay Rate

$170/hr

Listed

31d ago

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About this role

From the Mercor listing

About the Role

Mercor is hiring practicing Inpatient Hospitalists (MD) on behalf of a healthcare AI partner building advanced clinical documentation and decision-support tools. In this role you will apply your active inpatient expertise to review, annotate, and evaluate hospital clinical documentation, directly shaping the accuracy, safety, and clinical usefulness of medical AI systems.

This role is designed for physicians with a current inpatient practice who write and read hospital documentation as part of their regular work.

This is a multilingual cohort. In addition to English, you must be able to speak, listen, and write in at least one other language at an advanced (C1) level or above.

Key Responsibilities

Clinical Documentation Review

  • Review inpatient documentation — H&Ps, daily progress notes, and discharge summaries — for accuracy, completeness, and clinical soundness

  • Evaluate AI-generated inpatient notes and summaries against what a practicing hospitalist would actually document

Annotation & Structured Feedback

  • Annotate inpatient encounter data against detailed guidelines

  • Flag omissions, hallucinations, clinical inaccuracies, and documentation gaps in AI-generated output

  • Provide structured, written feedback that engineering and product teams can act on

Knowledge Contribution

  • Contribute expert input on annotation guidelines, documentation standards, and edge-case definitions

  • Raise clarifying questions where guidance is ambiguous and help refine the guidelines

Required Qualifications

  • MD — hospitalist or internal medicine — with 2+ years post-residency and a current inpatient practice

  • US-based

  • Hands-on experience writing and reading at least one of the following: H&Ps, progress notes, discharge summaries

  • In addition to English, advanced (C1 or above) proficiency — speaking, listening, and writing — in at least one of the following languages:

    • Spanish · Chinese (Mandarin) · Chinese (Cantonese) · Tagalog · Russian · Haitian Creole

    • Korean · Arabic · Portuguese · Polish · Japanese

    • Turkish · Italian · Ukrainian · Romanian · Finnish · French · Danish · Catalan · Hungarian · Czech · German · Bulgarian · Indonesian · Dutch

  • Minimum availability of 10 hours/week

Preferred Qualifications

  • 5+ years of experience post-residency

  • Familiarity with Epic

  • Prior AI/ML annotation or model evaluation work experience, with strong performance reviews

  • Experience documenting patient care in a language other than English

Work Arrangement

  • Remote, part-time — minimum 10 hours/week

  • Flexible scheduling, designed around an active clinical practice

Requirements

  • Must be eligible to work in one of: Remote, China, France, etc.
  • Fluent proficiency in English (Written & Verbal)
  • Reliable high-speed internet connection
  • Bachelor's degree or equivalent professional experience
  • Demonstrated expertise in Languages

How long hiring takes

Across the AI training platforms we refer candidates to, the median gap between referral and hire is about 30 days. It varies by platform and role, so treat it as a rough guide for this one.

Within 2 weeks
~25%
Within 6 weeks
~60%
Within 3 months
~80%

Talent Pool members

Apply through this link and we can put you forward to Mercor when your profile is a strong match. Not every applicant is submitted. If you're not in the pool yet, set up your profile first.

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What to Expect

Looking at Mercor Languages listings we've tracked, contracts in this domain typically run about 23.5 weeks. Actual length varies by project, but this gives you a realistic baseline going in.

Based on 64 extracted Mercor Languages listings.

Eligible Languages

Fluent proficiency in one or more of: Arabic, Bulgarian, Cantonese, Chinese, Czech, Danish, Dutch, English, Finnish, or French

Arabic Bulgarian Cantonese Chinese Czech Danish Dutch English Finnish French German Hungarian Indonesian Italian Japanese Korean Mandarin Polish Portuguese Romanian Russian Spanish Tagalog Turkish Ukrainian

Why this role

$170/hr for Multilingual Inpatient Hospitalist (MD) — Clinical Documentation & AI Evaluation work puts your Languages expertise on the same footing as an AI lab's own research staff, without the overhead of running a consulting practice around it.

Talent pool

We're light on Languages candidates

We've matched 72 people with a Languages background against 925 Languages listings we've tracked, so most go out without one. Set up a profile and we'll consider you for a role like this one.

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Skills and categories

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Common questions

Is Mercor for freelancers or full-time contractors?

Mercor places you with one client for a defined engagement, like 'Python Tutor for 3 months', rather than having you grab small tasks from a shared queue. Most roles function as steady contract work, not one-off gigs.

Does Mercor's application require an on-camera interview?

Yes, every applicant records a video interview with an AI interviewer that asks questions about your resume. Clients review that recording to judge communication skills before matching, so there's no way to apply without going on camera.

Why do these AI training roles pay so much?

Because general knowledge isn't what's being tested. The model already knows the basics; what it needs is expertise on edge cases, the rare, difficult, highly technical judgment calls only a senior professional in the field would make correctly.

What does the day-to-day workload look like for elite-expert AI training roles?

Slow and deep, not fast and repetitive. A single task can take 45-60 minutes of researching citations or verifying complex calculations. Quality is what's being measured here, not throughput.

What does Languages work look like for a Multilingual Inpatient Hospitalist (MD) — Clinical Documentation & AI Evaluation?

Tasks here are scoped to Languages, not generic labeling. As a Multilingual Inpatient Hospitalist (MD) — Clinical Documentation & AI Evaluation, expect to draw on real domain judgment (evaluating outputs, correcting errors, or providing expert reasoning specific to Languages) rather than following a one-size-fits-all rubric. If you don't have hands-on Languages background, this is likely not the right listing to start with.

What specific skills does this listing call for?

Arabic, Bulgarian, Cantonese, and Chinese are named directly in the listing. If you don't have hands-on experience with these, expect the screening process to test for them directly rather than accepting adjacent experience as a substitute.

How much does this specific role pay?

This listing is posted at $170/hr, an hourly rate. Pay can change between when we last checked the listing and when you apply, so confirm the current number on the platform's own application page before committing time.

Do I need to be fluent in Arabic, Bulgarian, Cantonese, Chinese, Czech, Danish, Dutch, English, Finnish, French, German, Hungarian, Indonesian, Italian, Japanese, Korean, Mandarin, Polish, Portuguese, Romanian, Russian, Spanish, Tagalog, Turkish, or Ukrainian?

Yes. This role specifically requires Arabic, Bulgarian, Cantonese, Chinese, Czech, Danish, Dutch, English, Finnish, French, German, Hungarian, Indonesian, Italian, Japanese, Korean, Mandarin, Polish, Portuguese, Romanian, Russian, Spanish, Tagalog, Turkish, or Ukrainian proficiency, on top of the English most AI training work assumes by default. If Arabic is not a language you're fluent in, this is not the right role. Filter for your native language to find better-matched listings.

What happens when I click Apply on this listing?

You'll be taken to Mercor's external site to complete your application there. This listing links through a referral, but the process is identical to applying directly; the link just routes you correctly. Create an account on their site and follow their onboarding steps.

Can I apply from outside China, France, Germany and 6 other countries?

This specific role is open only to people based in China, France, Germany, Hungary, Indonesia, Italy, Japan, the Philippines, and South Korea. If you are somewhere else, applying is unlikely to lead to an offer even if you pass the assessment, because the restriction is usually about where the work can legally be contracted rather than your skills. Read the full description for any tax-residency or right-to-work caveats before you apply, since they can differ by country.

How soon will I start working after applying to Mercor?

Not immediately. Mercor is a talent marketplace, not a task queue, so applying puts you in a pool of candidates. You start working only once a specific client, like a major AI lab, selects your profile, and that matching process can take weeks.