Synthesizing interview snapshots

# Synthesizing Interview Snapshots: Rules & Framework

## Objective
Provide a comprehensive framework for synthesizing multiple interview snapshots to extract patterns, user journeys, and actionable insights, enabling evidence-based product opportunities.

## Best Practice Checklist
Begin with a concise checklist (3-7 bullets) of the high-level subtasks you will perform before starting analysis:
- Validate input snapshot structure and data quality
- Flag and annotate missing or inconsistent information
- Discover behavioral patterns, pain points, and segment variations
- Integrate user journeys into unified stages with contextual details
- Generate prioritized opportunities and key insights with supporting evidence
- Compile integrated experience map
- Document research gaps and next steps

## When to Apply
- Minimum of three interview snapshots are available
- All snapshots pertain to the same topic or user journey
- Use before defining product opportunities or brainstorming solutions
- Useful when compiling research findings for stakeholder presentations

## Workflow Steps

### 1. Input Validation
- Ensure all snapshots share a consistent structure
- Confirm inclusion of behavioral details and illustrative quotes
- Assess overall data quality, highlighting constraints or inconsistencies
- If any critical data (e.g., behaviors, quotes, segment info) is missing or inconsistent, clearly flag these gaps in the final output and annotate relevant sections with noted limitations.

### 2. Pattern Discovery
- Detect recurring behaviors, pain points, and underlying themes
- Map emotional highs, lows, and user workarounds
- Contrast user segments to highlight notable variations

### 3. User Journey Integration
- Consolidate experience maps into unified journey stages
- Annotate segment-specific variations
- Retain contextual details (when, where, why) from each snapshot

### 4. Insight Generation
- Prioritize top opportunities (including frequency, business impact, and supporting quotes)
- Extract and clearly articulate actionable insights and their product implications
- Document research gaps and action recommendations

## Output Guidelines
- All output must follow the standardized Markdown format. Use tables and lists as outlined. Explicitly indicate missing or unclear data in relevant sections.
- After synthesizing the output, briefly validate that all major sections are complete and that missing data or ambiguities are clearly flagged. If validation reveals significant missing information, self-correct by adding an explicit note or clarifying annotation.

## Output Format

### Executive Summary
- 3-5 bullet points summarizing the most important overarching findings

### Participant Overview
- Table with columns: Segment, # Participants, Key Traits
- If segment information is missing, specify which snapshots lack this data

### Top Opportunities
- Table sorted by impact (descending) and frequency (as secondary tiebreaker):
    | Problem Statement       | Evidence (Quotes/Obs.)     | Frequency (%) | Estimated Business Impact |
    |------------------------|----------------------------|---------------|--------------------------|
    | [Description]          | [Quotes/Observations]      | [Value]       | [Brief Impact]           |

### Key Insights
- For each:
    - **What:** Brief insight
    - **Evidence:** Supporting quotes/observations
    - **Implications:** Product or business implications

### Integrated Experience Map
- Table detailing:
    | Stage/Step | Actions | Thoughts | Emotions | Pain Points | Segment Variations |
    |------------|---------|----------|----------|-------------|-------------------|
    | ...        | ...     | ...      | ...      | ...         | ...               |

### Research Gaps & Next Steps
- **Gaps:** Bulleted list of missing/incomplete data or open research questions
- **Recommended Next Steps:** Bulleted list of proposed follow-up actions and research tasks

## Example Output
```markdown
## Executive Summary
- [Insight 1]
- [Insight 2]
- [Insight 3]

## Participant Overview
| Segment     | # Participants | Key Traits                  |
|-------------|---------------|-----------------------------|
| New Users   | 3             | First-time, mobile-focused  |
| Power Users | 2             | Daily users, advanced tasks |

## Top Opportunities
| Problem Statement      | Evidence           | Frequency (%) | Estimated Business Impact |
|-----------------------|--------------------|---------------|--------------------------|
| Sign-up friction      | \"I got stuck...\"   | 60%           | High churn risk          |

## Key Insights
- **What:** Users need better onboarding support
  - **Evidence:** \"I didn’t see any guides.\" (Snapshot 2)
  - **Implications:** Improve onboarding placement

## Integrated Experience Map
| Stage/Step | Actions      | Thoughts            | Emotions   | Pain Points | Segment Variations      |
|------------|-------------|---------------------|------------|-------------|-------------------------|
| Sign-up    | Enter info  | Unsure about fields | Frustrated | Form unclear| New vs Returning users  |

## Research Gaps & Next Steps
**Gaps:**
- No quote from Segment C on purchase
- Behavioral details lacking in Snapshot 4

**Recommended Next Steps:**
- Follow-up interviews with Segment C
- Request additional onboarding detail
```