Revenue and Supply Planning Expert for AI Evaluation

Revenue, Demand & Supply Planning professionals apply their pricing, demand forecasting, inventory planning, and supply chain operations expertise to evaluate AI-generated outputs and produce expert training data. This contract role supports AI research by assessing the accuracy and relevance of model responses against real-world retail and consumer-facing planning workflows, and by providing targeted feedback to improve decision-making simulations.

• Use hands-on professional experience and the same planning tools you use day to day to create expert-level training data for AI models.
• Evaluate AI-generated responses for accuracy, relevance, and alignment with end-to-end retail planning workflows and business objectives.
• Provide clear, actionable feedback that helps models better represent pricing, demand forecasting, inventory and supply planning, and related decisions.
• Document examples, edge cases, and common failure modes encountered during evaluation.
• Work independently and asynchronously with AI research teams to meet project goals and deliverables.

• Minimum of 5 years of professional experience in Revenue, Demand or Supply Planning within retail or other consumer-facing industries.
• Relevant roles include Demand Planner, Supply Chain Manager, Pricing Analyst, or similar planning and analytics positions, or equivalent experience supporting end-to-end planning across demand, inventory, and pricing.
• Hands-on experience with core planning workflows, including demand forecasting and in-season reforecasting, inventory and supply planning processes.
• Experience with pricing, promotions, or margin optimization is preferred.
• Experience with freight, logistics, or cost management tasks, for example invoice auditing, is a plus.
• Strong written communication, attention to detail, and the ability to work independently and asynchronously with research teams.
• No prior AI or machine learning experience required.

• Engagement type: part-time, hourly contract work.
• Location: fully remote.
• Schedule: flexible, asynchronous hours with no minimum hour requirement.
• Typical commitment when active on a project is approximately 5 to 20 hours per week.
• Project placement depends on current project needs; contributors may be considered for additional projects as they become available.
• This project-based role can be performed alongside research, teaching, postdoctoral work, or industry employment.

Up to $80/hr (depending on the project), paid on an hourly contract basis.

• F-1 students who are eligible for CPT or OPT may be eligible to participate. Work with your Designated School Official to confirm whether this engagement meets your school s CPT or OPT requirements.
• If your school requires enrollment in a CPT course, this program may not satisfy that requirement.
• STEM OPT is not supported for this program.
• Refer to your school s DSO or the program help resources for full details on acceptable work authorizations.

• Create an account with the program and complete the required profile information.
• Complete identity verification as requested.
• Join and onboard into relevant projects where your background matches project needs.
• Begin assigned evaluation work and receive payment according to project terms.