Public Health AI Evaluation Expert

About OpenTrain

OpenTrain AI is the hiring and contracting organization for this role and the leading platform for building careers in AI training and data labeling. OpenTrain helps specialists discover relevant projects, build a professional profile, and apply to opportunities that can grow into a lasting AI training portfolio.

  • Remote contractor work
  • Part-time contract opportunity
  • Hourly pay of $45 to $70 USD, with country-based rate variants
  • Apply and manage your AI training career through OpenTrain

About Public Health AI Training

AI training is the human work behind reliable artificial intelligence. Experts review model outputs, identify errors, write strong examples, and provide detailed feedback so AI systems can reason more accurately and safely.

In this project, your public health knowledge will help evaluate answers involving epidemiology, prevention, policy, surveillance, and population health. Your judgment can help models communicate evidence responsibly across different populations and settings.

  • Review and rate AI-generated text
  • Fact-check health and epidemiologic claims
  • Identify unsafe recommendations and misleading reasoning
  • Create expert examples that demonstrate sound public health analysis

The Role

OpenTrain is seeking a Public Health AI Evaluation Expert to review AI-generated public health and population-health responses. You will assess answers for correctness, clarity, safety, scientific rigor, and quality of reasoning while creating expert public health content when needed.

This is a remote contractor role requiring 20 or more hours per week. The project is listed as entry level, while the role requirements call for at least five years of professional public health experience.

  • Role focus: Public Health AI Response Review
  • Data type: Text
  • Work types: Evaluation and rating, plus text generation
  • Schedule: 20+ hours per week
  • Pay: $45 to $70 USD per hour

What You'll Do

You will evaluate model responses and produce precise feedback grounded in public health evidence and practice. The work requires careful attention to causal claims, statistical reasoning, safety, and how guidance applies across populations and settings.

  • Review AI responses on epidemiology, public health practice, prevention, policy, and risk communication.
  • Compare multiple model answers and score them for correctness, clarity, and scientific rigor.
  • Identify unsafe recommendations, misleading causal claims, and weak evidence interpretation.
  • Create gold-standard answers and detailed prompts when expert public health content is needed.
  • Validate that public health guidance is reliable across different populations and settings.
  • Fact-check statistical claims and identify errors in epidemiologic reasoning or study interpretation.
  • Check surveillance logic, health-systems concepts, rates, risks, denominators, and time horizons.

Requirements

Applicants should bring substantial professional public health experience and strong written English communication. You must be able to explain complex reasoning clearly, spot subtle flaws, and distinguish reliable guidance from unsafe or unsupported recommendations.

  • Bachelor’s degree or higher in Public Health, Epidemiology, Biostatistics, Health Policy, Global Health, or a related field.
  • 5+ years of professional public health experience in government, NGOs, academia, healthcare systems, global health, consulting, or similar work.
  • Strong command of epidemiologic reasoning, causality, bias and confounding, screening concepts, vaccination principles, and population-level disease processes.
  • Minimum C1 English proficiency.
  • Excellent attention to detail and clear written communication in English.
  • Knowledge of health equity, social determinants of health, and risk communication for uncertain or evolving evidence.

Preferred Background

Experience connecting public health expertise with structured review or evidence-based content development is especially useful for this work.

  • AI data training
  • Guideline development or review
  • Systematic reviews
  • Program evaluation
  • Policy analysis
  • Editorial quality assurance

Location and Application Details

This opportunity is available as a remote contractor engagement in selected countries. Country-specific hiring variants and rates may apply. The listed working language is English.

  • Eligible country codes: BD, BT, BR, KH, DE, IN, ID, MY, NP, PK, SG, LK, TH, PH, US, TL, VN
  • Language: English
  • Employment types: Contractor and part time
  • Apply through OpenTrain to be considered for the project
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Common Interview Questions And Answers

1. HOW DO YOU PLAN YOUR DAY?

This is what this question poses: When do you focus and start working seriously? What are the hours you work optimally? Are you a night owl? A morning bird? Remote teams can be made up of people working on different shifts and around the world, so you won't necessarily be stuck in the 9-5 schedule if it's not for you...

2. HOW DO YOU USE THE DIFFERENT COMMUNICATION TOOLS IN DIFFERENT SITUATIONS?

When you're working on a remote team, there's no way to chat in the hallway between meetings or catch up on the latest project during an office carpool. Therefore, virtual communication will be absolutely essential to get your work done...

3. WHAT IS "WORKING REMOTE" REALLY FOR YOU?

Many people want to work remotely because of the flexibility it allows. You can work anywhere and at any time of the day...

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With this question, companies are looking to see what equipment they may need to provide you with and to verify how aware you are of what remote working could mean for you physically and logistically...

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Several years ago, I was working in a team to plan a big event. My supervisor made us all work as a team before the big day. One of our activities has been to find out how each of us processes information...

6. HOW DO YOU MANAGE THE CALENDAR AND THE PROGRAM? WHICH APPLICATIONS / SYSTEM DO YOU USE?

Or you may receive even more specific questions, such as: What's on your calendar? Do you plan blocks of time to do certain types of work? Do you have an open calendar that everyone can see?...

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The day I watched Marie Forleo's film separating the important from the urgent, my life changed. Not all remote jobs start fast, but most of them are...

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This is a great question because it shows your comfort level with technology, which is very important for a remote worker because you will be working with technology over time...

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