Micro1
Micro1Verified listing
Remote

Retail Trade & Operations Expert

40–70/hr
Remote
Posted October 14, 2026
contract
15 openings
Not Sure? Upload your resume to see every role you match

Listing checked October 14, 2026 · pay as published by Micro1

Overview

micro1 seeks Retail Trade & Operations Experts to bring real-world retail knowledge into a customer project that trains next-generation AI systems. You will review simulated retail scenarios, validate operational workflows, and help models learn how retail decisions actually get made. No AI background is needed. What matters is at least 5 years of hands-on experience in retail operations, pharmacy operations, retail supervision, general management, or related investigative work. The engagement is remote and contractor-based.

What You'll Do7

  • 1Examine simulated retail scenarios and operational workflows, then give feedback that keeps them true to real-world practice.
  • 2Share knowledge on best practices, industry standards, and compliance rules across retail trade subdomains.
  • 3Write, assess, and improve content tied to retail operations, sales processes, and customer service interactions.
  • 4Check retail problem-solving methods and decision-making steps for logical consistency.
  • 5Join structured discussions to clarify terminology, operational nuances, and context-specific retail challenges.
  • 6Offer concrete recommendations that raise the quality of AI outputs using your retail expertise.
  • 7Work with a distributed team through clear written and verbal communication to transfer knowledge.

Requirements7

  • 1At least 5 years of experience in retail trade, operations, or a related subdomain such as pharmacy operations, retail supervision, general management, or private investigation in retail.
  • 2A proven ability to explain complex operational processes and scenarios in both writing and speech.
  • 3A track record of putting retail best practices and compliance requirements into action or advising on them.
  • 4Strong analytical skills and close attention to detail when reviewing workflows, procedures, and case studies.
  • 5Experience collaborating in remote or distributed engagements.
  • 6Familiarity with technology-driven retail solutions or platforms is a plus.
  • 7A proactive approach to problem-solving and a commitment to real-world accuracy in every deliverable.

Who Should Apply

Retail professionals with 5+ years in operations, pharmacy, supervision, general management, or retail investigation who can explain how retail processes work and spot inconsistencies in workflows. If you have advised on best practices or compliance and want to apply that knowledge to AI training, this fits.

Salary Insight

The role pays $40 to $70 per hour. That range is stated in the source, so no further pay details are given here.

Pay and demand for AI Training roles

Aggregated

Typical pay

$70/hour

This role

$40–$70/hr

Most AI Training roles pay $40–$100 per hour. This role's pay falls inside that range.

Based on 1,045 similar roles that publish pay · 302 publish only a top rate; those count at the rate they gave

Typical rangeMedian payThis role

Rates shown per hour. Yearly and monthly pay converted; one-time fees and non-USD pay are not included.

Live similar roles
1,201
Listed in last 30 days
450
Remote
98%

Hiring most right now: micro1 (343) · SME Careers (253) · Mercor (147)

Most requested skills · share of roles

  • ai training
    13%
  • llm evaluation
    11%
  • ai evaluation
    11%
  • data annotation
    9%

Figures from AI Training roles live on NearSkill when this page loaded. A role can close before you apply, so check the listing itself.

Compare your resume against these roles

Location

TypeRemote
LocationRemote
This is a remote position

Compensation

$40–70/hr

Required Skills

Retail

Application Tip

In your application, name the exact retail subdomain you know best, such as pharmacy operations or first-line retail sales supervision, and give one example of a workflow or compliance issue you reviewed and corrected. That concrete detail shows the operational depth this project needs.

Share:

How NearSkill helps you apply

  1. 1. Check your job match

    We compare your resume with the job requirements to help you understand how well your experience fits.

  2. 2. Continue to the employer’s website

    We’ll direct you to the employer’s application portal, where you can complete the application.

  3. 3. Get updates by email

    If NearSkill is handling follow-up for this role, we’ll email you when there’s an update on your screening.

Want to check your fit first?

See how your resume matches this role before applying.

Check my job match

Similar open positions

Explore active roles that match your skills and interests.

Handshake AI

Handshake AI

30d agoRemotePart-Time

Retail Operations Manager - Remote AI Evaluation

Handshake AI seeks experienced retail operations managers for part-time contract work that supports AI research. You will use hands-on knowledge of store performance management, inventory control, and warehouse operations to build training questions and evaluate AI-generated content. The project runs on an ongoing, project basis, so you can take it on alongside a current job. No set schedule or minimum hour requirement applies. Your written feedback helps AI models better understand real-world retail workflows.

80/hr
Retail Operations ManagementStore Performance ReportingInventory Control+10 more
AfterQuery

AfterQuery

1mo agoRemote

Retail Sales and Wholesale Expert

AfterQuery seeks Retail Sales and Wholesaler Experts to write and review retail and wholesale challenges for AI training modules. You will craft case studies and questions that push models on inventory management, pricing strategies, merchandising, vendor negotiations, sales forecasting, and loss prevention. The role also asks you to check model answers against retail and wholesale best practices and send detailed notes when responses miss the mark. You will work with retail and technical experts to set question difficulty. The engagement runs remote on a contract basis for 15 hours per week.

95/hr
Retail SalesWholesale DistributionMerchandising+19 more
Handshake AI

Handshake AI

1mo agoRemotePart-Time

Retail Store Operations Manager

Handshake AI contracts retail store management professionals to improve how AI systems handle store operations questions. You will review model outputs against your own experience with store performance reporting, cash reconciliation, and inventory management, then explain where answers miss real-world practice. The project runs on a flexible, async schedule with no minimum hours, and most contributors log 5 to 20 hours a week while a project is active. You do not need prior AI experience. Your everyday tools and workflows become the reference point for training data that teaches models how retail operations run.

80/hr
Retail Store ManagementRetail OperationsStore Operations+14 more
Handshake AI

Handshake AI

1mo agoRemotePart-Time

Retail Store Manager - Remote Contract Work

Handshake AI needs retail store management professionals for part-time contract work that supports AI research. You will use your real-world background in store operations, performance reporting, and inventory management to judge AI-generated content and explain where it misses practical retail workflows. The project runs on an ongoing basis, so you can keep your current job while contributing when your schedule allows. Your feedback helps models understand how store managers handle daily decisions, reporting, and reconciliation tasks.

80/hr
Retail Store ManagementStore OperationsPerformance Reporting+9 more
Handshake AI

Handshake AI

1mo agoRemotePart-Time

Retail Marketing Manager - Remote Fellowship

Handshake AI needs retail marketing and CRM professionals to shape how AI models handle real marketing scenarios. You will review AI-generated answers about promotional planning, customer engagement, and competitive monitoring, then flag gaps or errors from your own work experience. The project runs on a remote, asynchronous schedule, often about 5 to 20 hours each week when an assignment is active. No minimum hour commitment applies, and you do not need prior AI experience. Most tasks ask you to turn the tools you use at work into expert training data that improves model accuracy.

80/hr
Retail MarketingCrmPromotional Planning+9 more
Handshake AI

Handshake AI

1mo agoRemotePart-Time

Retail Logistics Manager (Remote, Part-Time)

Handshake AI hires retail logistics and transportation specialists for part-time AI research work. You use your grounding in freight management, delivery route planning, and supply chain visibility to judge AI-generated answers and shape better training examples. The project runs on an ongoing basis, so you can fit tasks around another job or consulting work. Pay comes by the hour, and the role sits in a fellowship-style program rather than a standard full-time post. Expect to write clear critiques, not manage a warehouse team.

80/hr
Retail LogisticsTransportation ManagementLogistics Management+15 more