Management Consulting AI Evaluation Expert

About OpenTrain

OpenTrain is the #1 platform for people building careers in AI training and data labeling. We help contributors discover projects, build a unified portfolio, and grow into durable freelance careers teaching AI.

OpenTrain AI is the hiring and contracting organization for this role. We run specialist evaluation projects that shape how state-of-the-art systems behave, and we pay competitive market rates for senior subject-matter expertise.

Why AI training matters

AI training (data labeling and human evaluation) is the human work that teaches models to perform real tasks: from judging responses to assessing complex professional output. This work is remote, flexible, and directly influences how AI systems handle practical problems.

As a contributor you’ll join a fast-growing industry where careful, reproducible human judgment is essential — especially for high-stakes domains like professional consulting.

The role

We are hiring a Management Consulting AI Evaluation Expert to design precise grading criteria and score AI-generated and human consulting deliverables. You will assess market analyses, strategy recommendations, financial models, client-ready slide decks, and implementation roadmaps.

Your judgments must be evidence-based, reproducible, and defensible; you will write clear score justifications and iterate quickly based on structured feedback from senior reviewers.

What you'll do

• Define task-specific grading rubrics and objective criteria for consulting deliverables.
• Score AI-generated and human work samples using those criteria and provide written justifications for each score.
• Apply consistent, evidence-based judgment across reviews and document sources or assumptions behind judgments.
• Incorporate structured feedback from senior reviewers and refine rubrics and scoring quickly.
• Evaluate deliverables such as market sizing, financial models, strategy recommendations, slide decks, and implementation roadmaps.

Requirements

This project requires senior consulting experience and expert judgment. Please do not apply unless you meet the core requirements below.

• 5+ years of professional management consulting experience.
• Background at a top-tier strategy or management consulting firm (McKinsey, Bain, BCG, or equivalent) or equivalent client-facing strategy experience.
• Strong structured problem solving, market sizing, financial modeling, and business-case building skills.
• Confidence creating and judging slide-based executive communication.
• Exceptionally strong written communication for clear, evidence-backed score justifications.

Who should apply

Experienced consultants who enjoy codifying judgment into objective rubrics and who can explain trade-offs clearly in writing will thrive in this role.

This role is ideal for people who want flexible, remote contract work that directly shapes how AI systems evaluate professional outputs.

Compensation, schedule, and logistics

This is a remote contractor, part-time role with a time expectation of 20+ hours per week.

Pay range: $150–$220 per hour (project may pay within this band; the listed maximum is $220/hr).

• Language: English required.
• Worldwide applicants are welcome.
• Employment types: Contractor, Part-time.