Strategy Consultant - AI Training & Evaluation (Freelance, Remote)
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Key skills for this role
About the Role
The employer is seeking a Strategy Consultant with experience at top-tier consulting firms to build realistic consulting project environments for AI training and evaluation. The role involves designing structured consulting tasks, defining evaluation criteria, and developing grading frameworks.
Key Skills for This Role
Responsibilities
- Build realistic consulting project environments — create detailed project scenarios grounded in real engagement dynamics: industry context, financials, constraints, conflicting inputs, and incomplete information
- Design structured consulting tasks for AI agents — break projects into discrete tasks that mirror real consulting work: market sizing, commercial due diligence, cost optimization, growth strategy, operational diagnosis, benchmarking, and more
- Define evaluation criteria and quality standards — develop grading frameworks, evaluation rubrics, and golden answer solutions for each task, used to train and calibrate an LLM based grading system that evaluates AI outputs at scale
Requirements
- 3+ years at McKinsey, BCG, Bain, Oliver Wyman, Roland Berger, Monitor Deloitte, EY Parthenon, Kearney, or Strategy&
- Strong structured problem solving and hypothesis driven thinking
- Ability to translate vague problems into clear analytical steps and deliverables
- High attention to logical consistency and output quality
- Independent, self directed working style
- Clear written English (B2+)
Full Job Posting
Role Overview
- Toloka AI supports frontier model post training by building domain specific reinforcement learning environments, tasks, and evaluation frameworks designed by real practitioners.
- Mindrift, powered by Toloka, connects top domain experts with cutting edge AI initiatives.
- We are launching a Management Consulting domain focused on translating real world consulting engagements into structured learning environments for advanced AI systems.
Who We're Looking For
- Consultants with 3+ years of experience at one of the eligible firms (McKinsey, BCG, Bain, Oliver Wyman, Roland Berger, Monitor Deloitte, EY Parthenon, Kearney, Strategy&).
- Hands on project experience in structuring ambiguous client problems, building financial models, producing client ready deliverables, and forming recommendations under uncertainty.
What You'll Do
- Build realistic consulting project environments — create detailed project scenarios grounded in real engagement dynamics.
- Design structured consulting tasks for AI agents — break projects into discrete tasks that mirror real consulting work.
- Define evaluation criteria and quality standards — develop grading frameworks, evaluation rubrics, and golden answer solutions.
Skills & Requirements
- 3+ years at McKinsey, BCG, Bain, Oliver Wyman, Roland Berger, Monitor Deloitte, EY Parthenon, Kearney, or Strategy&
- Strong structured problem solving and hypothesis driven thinking
- Ability to translate vague problems into clear analytical steps and deliverables
- High attention to logical consistency and output quality
- Independent, self directed working style
- Clear written English (B2+)
Compensation
- On this project, contributors can earn up to $60 per hour equivalent, depending on their level and pace of contribution.
- Compensation varies across projects depending on scope, complexity, and required expertise.
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