
Engagement Analyzer
- 159 installs
- 145 repo stars
- Updated April 2, 2026
- guia-matthieu/clawfu-skills
Measure and interpret engagement across posts, campaigns, or product surfaces to find drop-offs, top performers, and levers for retention and conversion improvements.
About
Engagement analyzer from guia-matthieu/clawfu-skills helps teams quantify how audiences interact with posts, campaigns, or in-product surfaces by interpreting engagement metrics, spotting trends, and surfacing actionable opportunities to improve retention and conversion.
- Quantifies interaction and retention signals
- Compares content or feature performance over time
- Flags underperforming assets and outliers
- Turns metrics into optimization priorities
Engagement Analyzer by the numbers
- 159 all-time installs (skills.sh)
- Ranked #725 of 2,064 Data Science & ML skills by installs in the Skillselion catalog
- Data as of Aug 3, 2026 (Skillselion catalog sync)
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| Installs | 159 |
|---|---|
| repo stars | ★ 145 |
| Last updated | April 2, 2026 |
| Repository | guia-matthieu/clawfu-skills ↗ |
What it does
Measure and interpret engagement across posts, campaigns, or product surfaces to find drop-offs, top performers, and levers for retention and conversion improvements.
Files
Engagement Analyzer
Transform engagement survey data into actionable insights with trend analysis, priority identification, and targeted intervention design.
When to Use This Skill
- Analyzing survey results
- Identifying engagement drivers
- Prioritizing action areas
- Designing interventions
- Tracking improvement
Methodology Foundation
Based on Gallup Q12 framework and Qualtrics engagement research, combining:
- Driver analysis
- Benchmarking
- Action prioritization
- Intervention design
What Claude Does vs What You Decide
| Claude Does | You Decide |
|---|---|
| Analyzes survey data | Survey questions |
| Identifies patterns | Data collection |
| Prioritizes actions | Resource allocation |
| Suggests interventions | Implementation |
| Creates action plans | Executive priorities |
Instructions
Step 1: Understand Engagement Model
Key Engagement Dimensions:
| Dimension | What It Measures | Example Questions |
|---|---|---|
| Purpose | Connection to mission | "My work has meaning" |
| Development | Growth opportunity | "I learn and grow here" |
| Manager | Leadership quality | "My manager supports me" |
| Team | Collaboration | "My team works well together" |
| Wellbeing | Work-life balance | "I can manage my workload" |
| Recognition | Appreciation | "I feel valued for my contributions" |
Step 2: Analyze Results
Analysis Framework:
| Metric | Calculation | Interpretation |
|---|---|---|
| Overall Score | Average of all items | Health indicator |
| Favorability | % Agree + Strongly Agree | Positive sentiment |
| eNPS | Promoters - Detractors | Loyalty indicator |
| Participation | Responses / Invited | Data reliability |
Comparison Points:
- Previous survey (trend)
- Company benchmark
- Industry benchmark
- Team vs. company
Step 3: Identify Priorities
Priority Matrix:
| Score | Impact | Priority |
|---|---|---|
| Low | High | P1 - Critical |
| Low | Medium | P2 - Important |
| Low | Low | P3 - Monitor |
| High | Any | Maintain |
Step 4: Design Interventions
Intervention Types:
| Level | Examples | Timeline |
|---|---|---|
| Quick Wins | Recognition, communication | 0-30 days |
| Process Changes | Meeting structure, feedback | 30-90 days |
| Structural Changes | Role design, team structure | 90+ days |
| Culture Shifts | Values, behaviors | 6+ months |
Step 5: Create Action Plan
Plan Components: 1. Priority area 2. Root cause hypothesis 3. Proposed intervention 4. Success metrics 5. Owner and timeline
Examples
Example 1: Full Engagement Analysis
Input:
Analyze these engagement survey results:
Company Overall: 72 (was 68)
Participation: 85%
By Dimension (favorability %):
- Purpose: 82%
- Development: 58%
- Manager: 71%
- Team: 76%
- Wellbeing: 54%
- Recognition: 65%
Engineering Dept: 64 overall
- Development: 45%
- Wellbeing: 42%
Sales Dept: 78 overall
- Recognition: 52%Output:
## Employee Engagement Analysis
### Executive Summary
**Overall Health:** Improving (+4 points to 72)
**Key Wins:** Purpose (82%), Team (76%)
**Critical Areas:** Wellbeing (54%), Development (58%)
**Hot Spots:** Engineering (64 overall), Sales Recognition (52%)
---
### Overall Results
| Metric | Score | vs. Last | vs. Benchmark |
|--------|-------|----------|---------------|
| Overall Score | 72 | +4 | +2 |
| Participation | 85% | +3% | +10% |
| eNPS | +18 | +6 | +8 |
**Interpretation:** Solid improvement across the board. High participation
indicates employees feel their voice matters.
---
### Dimension Analysis
| Dimension | Score | Trend | Priority |
|-----------|-------|-------|----------|
| Purpose | 82% | → | Maintain |
| Team | 76% | ↑ | Maintain |
| Manager | 71% | ↑ | Improve |
| Recognition | 65% | → | Improve |
| Development | 58% | ↓ | Critical |
| Wellbeing | 54% | ↓ | Critical |
---
### Priority Matrix
HIGH IMPACT │ ┌────────────────────┼────────────────────┐ │ P1: CRITICAL │ MAINTAIN │ │ • Wellbeing │ • Purpose │ │ • Development │ • Team │ LOW ├────────────────────┼────────────────────┤ HIGH SCORE│ P2: IMPORTANT │ LEVERAGE │ │ • Recognition │ │ │ • Manager │ │ └────────────────────┴────────────────────┘ LOW IMPACT
---
### Department Deep Dive
#### Engineering (64 Overall) - NEEDS ATTENTION
| Dimension | Engineering | Company | Gap |
|-----------|-------------|---------|-----|
| Development | 45% | 58% | -13 |
| Wellbeing | 42% | 54% | -12 |
**Root Cause Hypotheses:**
1. Technical debt creating burnout
2. Limited career progression paths
3. On-call burden distributed unevenly
**Recommended Actions:**
| Action | Owner | Timeline |
|--------|-------|----------|
| Engineering career ladder review | VP Eng + HR | 90 days |
| On-call rotation audit | Eng Managers | 30 days |
| 20% learning time policy | VP Eng | 60 days |
---
### Company-Wide Action Plan
#### P1: Wellbeing Initiative (54%)
**Target:** Increase to 65% by next survey
**Actions:**
| Action | Owner | Timeline |
|--------|-------|----------|
| "No Meeting Fridays" pilot | Leadership | 30 days |
| Workload survey by department | HRBP | 30 days |
| Manager training: sustainable teams | L&D | 90 days |
---
#### P1: Development Initiative (58%)
**Target:** Increase to 70% by next survey
**Actions:**
| Action | Owner | Timeline |
|--------|-------|----------|
| Learning stipend communication | HR | 30 days |
| Career pathing by function | HR + Leaders | 90 days |
| Mentorship program launch | L&D | 90 days |
---
### Success Metrics
| Area | Current | 6-Month Target | Owner |
|------|---------|----------------|-------|
| Overall Score | 72 | 76 | CHRO |
| Wellbeing | 54% | 65% | HR |
| Development | 58% | 70% | L&D |
| Engineering Overall | 64 | 72 | VP Eng |Example 2: Quick Pulse Analysis
Input:
Analyze this pulse survey (3 questions):
1. "I would recommend this company" - 62% favorable (down 8%)
2. "I have what I need to do my job" - 71% favorable (up 3%)
3. "I feel valued" - 48% favorable (down 12%)Output:
## Pulse Survey Quick Analysis
### Summary
| Metric | Current | Change | Status |
|--------|---------|--------|--------|
| eNPS Indicator | 62% | ↓ 8% | WARNING |
| Enablement | 71% | ↑ 3% | GOOD |
| Recognition | 48% | ↓ 12% | CRITICAL |
---
### Key Finding
**Recognition is in crisis** - 12-point drop is a red flag.
This is likely driving the eNPS decline.
---
### Immediate Actions
| Priority | Action | Owner | Timeline |
|----------|--------|-------|----------|
| 1 | Leadership acknowledgment | CEO | This week |
| 2 | Manager recognition training | HR | 2 weeks |
| 3 | Focus groups on "valued" | HRBP | 2 weeks |Skill Boundaries
What This Skill Does Well
- Analyzing survey patterns
- Prioritizing action areas
- Designing interventions
- Creating action plans
What This Skill Cannot Do
- Access actual survey data
- Know company-specific context
- Replace qualitative research
- Guarantee improvement
Iteration Guide
Follow-up Prompts:
- "Create focus group questions for [area]"
- "Design intervention for [specific issue]"
- "How do we communicate results to [audience]?"
- "What metrics should we track for [initiative]?"
References
- Gallup Q12 Engagement Framework
- Qualtrics Employee Experience
- Culture Amp Engagement Drivers
- Glint People Science
Related Skills
employee-support- Ongoing supportonboarding-guide- Initial engagementchurn-prediction- Turnover risk
Skill Metadata
- Domain: HR Operations
- Complexity: Intermediate-Advanced
- Mode: centaur
- Time to Value: 2-4 hours per analysis
- Prerequisites: Survey data, company context