1. Organize the Data
Group data based on source and type:
- Prompt Responses (e.g., GPT-generated responses, user input prompts)
- User Feedback (e.g., ratings, comments, survey answers, system flags)
Tools: Use spreadsheets, Notion, Airtable, or databases to store raw data.
✅ 2. Categorize and Code the Data
Apply a coding framework to segment the information:
- Thematic Categories (e.g., product features, usability issues, content clarity)
- Sentiment Analysis (e.g., positive, neutral, negative)
- Frequency Tags (e.g., recurring keywords or concerns)
Use tools like:
- Excel with keyword filters
- GPT-powered categorization scripts
- SayPro’s internal tagging functionality (if available)
✅ 3. Quantitative Analysis
Identify measurable trends:
- % of users who gave positive/negative feedback
- Frequency of certain topics in prompt responses
- Ratings or numerical survey outcomes
Create visuals:
- Bar charts showing topic frequency
- Pie charts of sentiment distribution
- Trend lines for feedback over time
✅ 4. Qualitative Analysis
Extract meaningful themes and suggestions:
- Identify recurring concerns in open-text feedback
- Highlight creative or valuable user suggestions
- Spot areas of misalignment between prompt intent and response
Use AI summarization and clustering to support this step.
✅ 5. Cross-Reference with SayPro Goals
Match insights with:
- Product development goals
- User satisfaction objectives
- Educational or impact KPIs
E.g., if users suggest more interactive content, see how this aligns with your quarterly goals for engagement.
✅ 6. Report Findings
Use a structured format:
- Key Insights
- Top Issues Identified
- Recommended Improvements
- Supporting Data Visuals
Prepare this in PDF or web dashboard format for stakeholders.
✅ 7. Implement and Monitor
Feed the insights into:
- Content updates
- Feature enhancements
- Future prompt designs
Set KPIs to track changes post-implementation.
Optional Tools
- GPT or SayPro GPT for thematic grouping and summarization
- Power BI / Google Data Studio for dashboards
- Feedback Analytics Platforms (e.g., Typeform, SurveyMonkey exports)
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