Toloka AI supports frontier model post-training by building domain-specific reinforcement learning environments, tasks, and evaluation criteria with practitioners.  We are launching a management consulting domain and are seeking former McKinsey, BCG, or Bain consultants to translate real engagement work into end-to-end examples (workstreams and tasks) covering problem structuring, work planning, analysis, synthesis, and client-ready deliverables. This is a remote individual-contributor project-based role focused on analytical design and evaluation. Participation does not create an employment relationship with Toloka or our clients. Who We’re Looking For Consultants with 3+ years of experience at McKinsey & Company, Boston Consulting Group, or Bain & Company. You should have hands-on project experience: - Structuring ambiguous client problems - Building models and synthesized findings - Producing client-ready deliverables - Forming recommendations under uncertainty No deep technical background required, we'll onboard you on the lightweight tools involved. What You’ll Do - Build realistic consulting project environments: create detailed project scenarios (industry context, financials, constraints, incomplete information). - Design structured consulting tasks for AI Agents: break projects into tasks that mirror real consulting work such as market sizing, due diligence, cost reduction, growth strategy, or operational diagnosis. - Define evaluation criteria and quality standards: develop a grading approach, evaluation criteria and golden solutions for each task that will be used to train and calibrate an LLM-based grading system that evaluates AI outputs at scale. Skills & Requirements - 3+ years at McKinsey, BCG, or Bain - Strong structured problem-solving skills - Ability to translate vague problems into clear analytical steps - High attention to logical consistency - Independent working style - Clear written English (B2+)

Toloka AI supports frontier model post-training by building domain-specific reinforcement learning environments, tasks, and evaluation criteria with practitioners.  We are launching a management consulting domain and are seeking former McKinsey, BCG, or Bain consultants to translate real engagement work into end-to-end examples (workstreams and tasks) covering problem structuring, work planning, analysis, synthesis, and client-ready deliverables. This is a remote individual-contributor project-based role focused on analytical design and evaluation. Participation does not create an employment relationship with Toloka or our clients. Who We’re Looking For Consultants with 3+ years of experience at McKinsey & Company, Boston Consulting Group, or Bain & Company. You should have hands-on project experience: - Structuring ambiguous client problems - Building models and synthesized findings - Producing client-ready deliverables - Forming recommendations under uncertainty No deep technical background required, we'll onboard you on the lightweight tools involved. What You’ll Do - Build realistic consulting project environments: create detailed project scenarios (industry context, financials, constraints, incomplete information). - Design structured consulting tasks for AI Agents: break projects into tasks that mirror real consulting work such as market sizing, due diligence, cost reduction, growth strategy, or operational diagnosis. - Define evaluation criteria and quality standards: develop a grading approach, evaluation criteria and golden solutions for each task that will be used to train and calibrate an LLM-based grading system that evaluates AI outputs at scale. Skills & Requirements - 3+ years at McKinsey, BCG, or Bain - Strong structured problem-solving skills - Ability to translate vague problems into clear analytical steps - High attention to logical consistency - Independent working style - Clear written English (B2+)

Dane Street wants you to join our dynamic team of expert reviewers! In this role, you will have the opportunity to utilize your medical expertise to conduct thorough reviews of clinical cases. This telework opportunity allows you to customize your schedule as a 1099 independent contractor. Your main task will be to evaluate medical records, provide clinical summaries, engage in peer communications, and answer specific questions posed by our clients. We are on the lookout for talented professionals in the following area: - Diagnostic Radiology Be a part of a team that values your skills and dedication to improving patient care. Your expertise is vital to helping us deliver high-quality healthcare assessments.

Please submit your CV in English and indicate your level of English proficiency. Mindrift connects specialists with project-based AI opportunities for leading tech companies, focused on testing, evaluating, and improving AI systems. Participation is project-based, not permanent employment. What this opportunity involves While each project involves unique tasks, contributors may: - Design rigorous statistics problems reflecting professional practice; - Evaluate AI solutions for correctness, assumptions, and constraints; - Validate calculations or simulations using Python (NumPy, Pandas, SciPy, Statsmodels, and Scikit-learn); - Improve AI reasoning to align with industry-standard logic; - Apply structured scoring criteria to multi-step problems. What we look for This opportunity is a good fit for statisticians with an experience in python open to part-time, non-permanent projects. Ideally, contributors will have:  - Degree in Statistics or related fields, e.g. Probability Theory, Mathematical Statistics, Applied Statistics, etc. - 3+ years of professional mathematics experience - Strong written English (C1/C2) - Strong Python proficiency for numerical validation - Stable internet connection  Professional certifications (e.g., PStat, CAP, SAS Certifications) and experience in international or applied projects are an advantage. How it works Apply → Pass qualification(s) → Join a project → Complete tasks → Get paid Project time expectations For this project, tasks are estimated to require around 10–20 hours per week during active phases, based on project requirements. This is an estimate, not a guaranteed workload, and applies only while the project is active. Payment - Paid contributions, with rates up to $73/hour*  - Fixed project rate or individual rates, depending on the project - Some projects include incentive payments *Note: Rates vary based on expertise, skills assessment, location, project needs, and other factors. Higher rates may be offered to highly specialized experts. Lower rates may apply during onboarding or non-core project phases. Payment details are shared per project.