Clawfu-skills engagement-analyzer
Analyze employee engagement survey data to identify trends, prioritize actions, and design targeted interventions
install
source · Clone the upstream repo
git clone https://github.com/guia-matthieu/clawfu-skills
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/guia-matthieu/clawfu-skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/hr-ops/engagement-analyzer" ~/.claude/skills/guia-matthieu-clawfu-skills-engagement-analyzer && rm -rf "$T"
manifest:
skills/hr-ops/engagement-analyzer/SKILL.mdsource content
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:
- Priority area
- Root cause hypothesis
- Proposed intervention
- Success metrics
- 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
- Ongoing supportemployee-support
- Initial engagementonboarding-guide
- Turnover riskchurn-prediction
Skill Metadata
- Domain: HR Operations
- Complexity: Intermediate-Advanced
- Mode: centaur
- Time to Value: 2-4 hours per analysis
- Prerequisites: Survey data, company context