AI Project Reviewer (CONTRACT)

Masterclass; Northern (KY); Hybrid; USD 103,000 - 172,000; Part time

Job summary

MasterClass is seeking a freelance AI Project Reviewer to evaluate learner submissions against rubrics, providing pass/fail judgments and clear feedback. You will collaborate with product and learning design teams to calibrate assessment approaches and ensure fair feedback for members.

This temporary role offers ~20 hours per week, with a flexible engagement based on project needs. Experience in educational evaluation and strong written communication are essential.

Qualifications

• 5+ years of experience in assessment, evaluation, or educational feedback roles.
• Proven ability to apply detailed rubrics across multiple submissions.
• Strong written communication skills with the ability to articulate reasoning clearly.
• Experience giving constructive feedback to support learner growth.

Responsibilities

• Review projects against detailed rubrics and provide consistent pass/fail judgments.
• Write clear, actionable feedback to help learners improve.
• Collaborate with learning design and product teams to refine rubrics and criteria.
• Compare human and AI assessment outcomes to identify calibration needs.
• Document reasoning behind evaluation decisions to support consistency.

Skills

Assessment expertise

Educational feedback

Written communication

Independent worker

Attention to detail

Job description

MasterClass is the streaming platform where the world's best come together so anyone, anywhere, can access and be inspired by their knowledge and stories. We put you in the room with the creators, thinkers, makers and leaders who have changed the world, so that you can change yours.

Members get unprecedented access to 200+ instructors and classes across a wide variety of fields, including Arts & Entertainment, Business, Design & Style, Sports & Gaming, Writing and more. Step into Nas' recording studio and Gordon Ramsay's kitchen, and go behind the big screen with James Cameron. Design your career with Elaine Welteroth, get ready to win with Lewis Hamilton, perfect your pitch with Shonda Rhimes and discover your inner negotiator with Chris Voss.

If you want to help make an impact on our members' lives – we want to hear from you!

We are looking for more than what a resume can show. If you don't have the exact experience or skills, but think you'd be a great addition to MasterClass, please apply for the role.

Role Overview:

As a freelance AI Project Reviewer, you will be responsible for evaluating learner submissions against detailed rubrics for a new product. You will apply consistent judgment to determine pass/fail outcomes and provide clear, constructive feedback to help learners improve. Working alongside our product and learning design teams, you’ll help calibrate and validate assessment approaches to ensure fair, accurate, and valuable feedback for our members.

This is a temporary role with flexible engagement based on project needs. ~20 hours per week.

What You Will Do:

• Review and evaluate projects against detailed rubrics, providing consistent pass/fail judgments.
• Write clear, actionable feedback that helps learners understand areas for improvement.
• Collaborate with the learning design and product team to refine rubrics and assessment criteria.
• Compare human and AI assessment outcomes to identify areas for calibration.
• Document reasoning behind evaluation decisions to support assessment consistency

About You:

• 5+ years of experience in assessment, evaluation, or educational feedback roles.
• Proven ability to consistently apply detailed rubrics across multiple submissions.
• Strong written communication skills with the ability to articulate reasoning clearly.
• Experience providing constructive feedback to support learner growth.
• Ability to work independently while maintaining high standards.
• Willingness to refrain from using AI during evaluations and written rationales.
• Experience in roles such as Mentor or Coach in educational settings, Educational Evaluator or Teaching Assistant (TA), Consultant in AI or learning design, or Instructor with experience in grading and providing feedback.
• Are passionate about education and committed to helping learners succeed.
• Have a keen eye for detail and take pride in maintaining high standards in evaluation.
• Enjoy collaborating with cross-functional teams to enhance assessment quality.
• Are comfortable making nuanced judgments while ensuring consistency.
• Have experience working independently and managing your time efficiently.
• Are curious and open to learning more about AI-driven evaluation methods.

Hourly Range: $75-$125 USD

The hourly range listed is for NYC/CA/WA. As a company, we have a location based strategy, which means the disclosed range estimate has not been adjusted for any applicable geographic differential associated with the location where the position may be filled.

At MasterClass, we believe we put our best work forward when our employees bring together ideas that are diverse in thought. We are proud to be an equal opportunity workplace and are committed to equal employment opportunity regardless of race, color, religion, national origin, age, sex, marital status, ancestry, physical or mental disability, genetic information, veteran status, gender identity or expression, sexual orientation, or any other characteristic protected by applicable federal, state or local law. In addition, MasterClass will provide reasonable accommodations for qualified individuals with disabilities. If you have a disability or special need, we would like to know how we can better accommodate you.