Join OpenTrain to evaluate retail and clienteling documents for quality, accuracy, and relevance, working remotely as a part-time contractor. This intermediate role suits professionals with retail or luxury sales experience who can provide structured, written feedback and use Excel/PowerPoint/Word.
Writing & Editing
Remote Hourly · $80–$160/hr
$80–$160/hr
Compensation
3 countries
Eligibility
Intermediate
Experience
Jul 15, 2026
Posted
Open to applicants in
United States United Kingdom Canada
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OpenTrain is the #1 platform for people building careers in AI training and data labeling. We help contributors discover projects, build a unified AI training portfolio, and grow durable freelance careers in a fast-moving industry.
OpenTrain is the hiring organization for this role; you will be contracted and paid through OpenTrain while doing remote review work that helps shape how AI understands retail content.
About AI Training and This Work
AI training—also called data labeling or annotation—is the human work that teaches AI systems how to behave. Reviewers and evaluators play a direct role in improving model outputs by judging accuracy, relevance, and quality.
This role focuses on documents used in retail and clienteling contexts. Your feedback will be structured and guideline-driven to help refine how AI systems assess and generate retail-facing content.
The Role
You will evaluate domain-specific retail and clienteling materials, provide structured feedback, and rate documents for quality and relevance. This is a remote, part-time contractor position with a minimum time expectation of 20+ hours per week.
Pay is hourly, with a listed range of $80–$160 USD per hour. Work is conducted in English and OpenTrain is hiring contributors based in the US, UK, and Canada.
Employment type: Contractor, Part-time
Time requirement: 20+ hours/week
Languages: English (fluent)
Eligible countries: United States, United Kingdom, Canada
Pay: $80–$160 USD per hour
What You’ll Do
Review retail and clienteling documents for quality, accuracy, and domain relevance
Provide structured, written feedback and evaluation ratings according to guidelines
Follow detailed instructions and apply careful analysis to judgement calls
Use Excel, PowerPoint, and Word to record findings, organize notes, and deliver reviews
Requirements
Bachelor’s degree
At least 2 years of professional experience in retail, luxury goods, or client-facing sales
Experience reviewing retail or client-facing sales documents and assessing their quality
Strong written communication and analytical skills
Proficiency in Excel, PowerPoint, and Word
High attention to detail and ability to follow structured review guidelines
Fluent English
Who Should Apply
This role is a great fit for retail professionals, clienteling specialists, or luxury goods associates with hands-on experience evaluating customer-facing materials and clear written judgment.
You do not need prior AI experience; your domain knowledge, communication skills, and familiarity with document review workflows are the key qualifications.
How It Works / Tools & Next Steps
You will work remotely using common office tools (Excel, PowerPoint, Word) and follow structured guidelines to submit evaluation ratings and written feedback on documents. The work focuses on document data and evaluation/rating labels.
To apply, create or use your OpenTrain profile, confirm eligibility in the listed countries, and submit your application. OpenTrain will manage contracting and payment for contributors hired to this project.
Data type: Document review with evaluation/rating labels
Join OpenTrain AI to review domain-specific documents for quality, accuracy, and relevance, providing structured feedback as a part-time contractor. Remote role pays $80–$160/hr, requires 20+ hours/week (project may ask for up to 40 hrs/week) and is open to candidates in the US, GB, and CA.
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United States 
United Kingdom 
Canada