Educational Experts: Scenario Insights

Welcome! 👋

We are conducting a research study with education professionals and experienced practitioners. The goal is to collect real-world tutoring and academic scenarios that will help train AI models to handle complex educational advisory situations.tagp

The research objective is to help AI understand real education situations, including prerequisite gaps, learning style mismatches, and the hidden details that change how a student needs to be taught.

🔧 Tool use is required — This survey exclusively accepts scenarios where a helpful AI assistant would actively use tools. Submissions describing purely conversational scenarios (no tools) will be rejected.

👤 Who can participate

• Teachers and instructors at any level (K-12, university, vocational)

• Tutors and academic coaches

• Education students (enrolled or recently graduated)

• Education administrators and curriculum designers

• Learning & development professionals

• Experienced learners who have navigated a significant academic challenge

✅ Validation Process

Automatically rejected: Generic responses, use of AI, inconsistent subject level or educational context, made-up cases without real academic knowledge.

The use of AI is not permitted. Generic or superficial responses will be rejected. Your story must reflect real education expertise and knowledge of how learning and teaching actually work.

Required for success: tool use in your submission's case resolution (assignment sheets, rubrics, student work, lecture notes, syllabi, scheduling tools, etc.) that corroborate the scenario described. Submissions accompanied by real evidence are significantly more likely to be approved.

Approval criteria: Coherent fields and story, real subject-specific educational detail, at least 3 concrete learning constraints, and a clear hidden fact that changes the tutoring approach.

⏱️ Expected time: ~40 minutes per submission.

Remember: The use of AI is not permitted.

• Describe specific real-world learning challenges and situations.
• Share detailed accounts of how you navigated complex educational scenarios.
• Provide examples of guidance and support given in various learning contexts.
• Explain the intricacies of different instructional or developmental situations.

• Individuals passionate about advancing educational methods.
• People with significant experience in guiding learning and development processes.
• Those eager to contribute practical wisdom to AI training.
• Professionals with deep insight into various learning environments.

• You will be engaged as an independent contractor.
• This is a fully remote opportunity that can be completed on your own schedule.
• Opportunities can be extended, shortened, or concluded early depending on needs and performance.
• Your participation will not involve access to confidential or proprietary information from any employer, client, or institution.
• Payments are processed weekly based on services rendered.
• We are unable to support H1-B or STEM OPT candidates at this time.