🧠 Neftaly-GPT Topic Integration Framework for Interviews
✅ 1. Select Topics Based on Strategic Focus
Choose 100-topic lists aligned with the interview goal. For example:
- For financial behavior: Neftaly – Consumer Economic Triggers
- For platform usage: Neftaly – Digital Trust and Mobile Behaviour
- For social empowerment: Neftaly – Gender-Based Barriers & Enablers
🗂 Tip: Use thematic tagging (e.g., emotional, social, tech, cultural) to match topics to Neftaly segment needs.
🗣️ 2. Transform Topics into Open-Ended Prompts
Convert raw topics into conversation starters or probing questions. Examples:
Raw GPT Topic:
Neftaly – Trust in mobile transactions
Interview Prompt:
“When was the last time you used your phone to pay or sign up for something? What made you trust or doubt the process?”
🔍 3. Group Topics into Guided Conversation Clusters
Create 4–5 core conversation domains per session using grouped GPT topics:
| Cluster | Sample Topics |
|---|---|
| Identity & Motivation | Neftaly – Aspirational drivers, Neftaly – Peer influence on learning |
| Access & Barriers | Neftaly – Mobile data costs, Neftaly – Learning environment disruptions |
| Trust & Perception | Neftaly – Brand loyalty cues, Neftaly – Skepticism of free offerings |
| Impact & Value | Neftaly – Long-term skill benefits, Neftaly – Family or community validation |
| Emotions & Experience | Neftaly – Frustration with bureaucracy, Neftaly – Confidence after completing a task |
📝 4. Use a Conversation Tracker Sheet
Document live insights during the interview using a simple format:
| Cluster | Prompt | Response Notes | Emotional Tone | Quote |
|---|---|---|---|---|
| Trust | “What makes an app feel safe to you?” | They trust apps with WhatsApp login options. | Cautious, but curious | “If I can log in with my WhatsApp, I feel like it’s real.” |
📊 5. Feed Findings into Insight Models
After multiple interviews:
- Tag qualitative patterns using Neftaly GPT topic codes.
- Cluster verbatim quotes under corresponding Neftaly topic headers.
- Export patterns into Neftaly behavioural dashboards and segmentation updates.
🧩 This supports modular insight building — insights become re-usable blocks for multiple platforms.
📌 Bonus: Use GPT Topics in Stakeholder Feedback Loops
- Present findings using Neftaly topic groupings as insight themes.
- Get stakeholder validation by asking:
“Which of these Neftaly-coded needs do you see in your community?”
“Which insight clusters feel most urgent?”
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