Retail Trade & Operations Expert

pay

Required Skills
Retail
About micro1
micro1 is a data lab that helps AI labs & Enterprises train foundational models and agents. We provide frontier evaluations and reinforcement learning environments to improve LLM capabilities, as well as contextual evaluations to monitor and improve AI agents in enterprise settings.

Our AI recruiting agent sources and vets domain experts for our data platform that enables rapid production of high-quality training data. Our research spans high-value, specialized domains (legal, medical, finance, coding, etc.), where expert-level data is the hardest to produce and most valuable for advanced model performance. Our pipeline performance system ensures both quality and velocity.

Role Title: Retail Trade & Operations Expert

Role Type: Contractor

Location: Remote

micro1 is engaging Retail Trade & Operations Experts to contribute their specialized knowledge to a high-impact customer project within the retail sector. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is open to professionals from various subdomains including Pharmacists, First-Line Supervisors of Retail Sales Workers, General and Operations Managers, and Private Detectives and Investigators who bring at least 5 years of hands-on expertise in retail operations.

Scope of Work

Review, analyze, and provide feedback on simulated retail scenarios and operational workflows to ensure authenticity and accuracy.
Contribute insights on best practices, industry standards, and compliance requirements across retail trade subdomains.
Create, evaluate, and refine written content related to retail operations, sales processes, and customer service interactions.
Assess and validate the logical consistency of retail problem-solving methods and decision-making processes.
Participate in structured discussions to clarify terminology, operational nuances, and context-specific challenges within the retail environment.
Deliver actionable recommendations for improving AI outputs based on real-world retail expertise.
Collaborate remotely using strong written and verbal communication skills to ensure clear, effective knowledge transfer.

Preferred Qualifications

Minimum of 5+ years of experience in retail trade, operations, or relevant subdomains (e.g., pharmacy operations, retail supervision, general management, private investigation in retail).
Demonstrated ability to articulate complex operational processes and scenarios clearly in both written and verbal formats.
Proven track record of implementing or advising on retail best practices and compliance requirements.
Strong analytical skills with attention to detail in reviewing and validating workflows, procedures, and case studies.
Experience working collaboratively in remote or distributed engagements.
Familiarity with technology-driven solutions or platforms used in retail is a plus.
Proactive approach to problem-solving and a commitment to high-quality, real-world accuracy in all deliverables.
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