Key Facts

Remote From:

Fixed term

English

Hard Skills

Social Shopping Merchandising Retail Operations Wardrobe Styling Event Marketing Constraint Management Customer Experience Improvement Vendor Management Sales Analysis Scenario Design +7 more

Other Skills

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Consultative Approaches
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Communication
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Active Listening
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Detail Oriented
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Problem Solving

Roles & Responsibilities

Personal shoppers and styling professionals
Retail buyers and merchandisers
E-commerce and customer experience professionals
Gift consultants and event planners, and experienced shoppers who navigated a complex purchase decision

Requirements:

Share detailed accounts of past shopping experiences
Describe various retail and personal purchase scenarios
Discuss factors influencing your buying decisions
Provide insights into how you interact with different vendors or platforms

Job description

Welcome! We are conducting a research study with Shopping professionals. The goal is to collect real-world professional scenarios that will help train AI models to handle complex advisory situations. The objective of this research is to help AI understand real shopping situations — especially those involving nuances, trade-offs, and hidden details that completely change the required approach.

Conversation-only scenarios

This form exclusively accepts scenarios that are resolved through a conversation or consultation. No tool use or file uploads are required. Submissions that depend on digital tools should be submitted in the tool-supported scenario form instead.

Who can participate

Personal shoppers and styling professionals
Retail buyers and merchandisers
E-commerce and customer experience professionals
Gift consultants and event planners
Experienced shoppers who navigated a complex purchase decision

Validation Criteria

Automatically rejected: Generic responses, use of AI, inconsistency across fields (detailed in one field, superficial in another), made-up cases without real domain knowledge. The use of AI is not permitted. Generic or superficial responses will be rejected. Your story must reflect real experience in the field and knowledge of how situations actually work in practice.Required for success: a scenario that is resolved primarily through conversation or consultation. Submissions with clear hidden details and concrete constraints are significantly more valued.Approval criteria: Coherence between fields and the story, real and domain-specific details, at least 3 concrete constraints, and a clear hidden detail that changes the required approach.