NPS/CSAT Root Cause Analyzer
Identify and prioritize root causes of low NPS/CSAT scores from customer feedback
What You Can Do
Transform raw NPS and CSAT feedback data into structured root cause analyses that drive measurable experience improvements. You'll detect recurring themes across hundreds of comments, calculate the percentage of detractors citing specific issues, correlate feedback to customer segments, and receive prioritized intervention recommendations ranked by scope and fixability. This skill bridges the gap between data collection and strategic action.
Features
Detect recurring themes across hundreds of feedback comments that manual review might miss
Calculate what percentage of detractors cite specific issues to measure scope
Connect feedback themes to NPS/CSAT segments and customer cohorts for deeper insights
Rank issues by effort-to-impact ratio to focus resources on highest-value improvements
Trace surface complaints back to underlying systemic causes
Monitor whether interventions actually move the needle on your NPS/CSAT metrics
Receive specific, implementable action items tied to each root cause
Identify if certain customer segments experience disproportionate pain points
Example Output
Input: 120 detractor NPS comments from SaaS product
Output:
ROOT CAUSE ANALYSIS
1. INTEGRATION COMPLEXITY (37% of detractors, Effort: Medium, Impact: High)
- 44 comments cite difficult API setup or lack of pre-built connectors
- Primarily affects Enterprise segment (42% vs 31% overall)
- Recommendation: Develop 3 high-demand connectors + API documentation refresh
- Est. impact: +8-12 NPS points
2. ONBOARDING TIME-TO-VALUE (28% of detractors, Effort: Low, Impact: Medium)
- 34 comments mention long setup before seeing results
- Affects all segments equally
- Recommendation: Create interactive guided tour + template library
- Est. impact: +5-7 NPS points
3. FEATURE GAPS (22% of detractors, Effort: High, Impact: Medium)
- 26 comments request reporting features (18), bulk operations (8)
- Primarily mid-market segment (28% vs 19% overall)
- Recommendation: Prioritize bulk operations feature (higher frequency), queue advanced reporting
- Est. impact: +3-5 NPS points
What's Included
- SKILL.md: Complete instruction prompt for systematic feedback analysis
- Feedback Analysis Template: CSV import format and structure for raw NPS/CSAT data
- Root Cause Prioritization Framework: Effort-to-impact matrix and scoring methodology
- Intervention Roadmap Worksheet: Track identified issues, interventions, owners, and expected impact
- Trend Tracking Dashboard: Simple spreadsheet to measure intervention effectiveness against baseline metrics
Who It's For
- CX/Customer Experience Managers — Design data-driven improvement roadmaps and prioritize initiatives
- Product Managers — Validate feature requests against customer sentiment data and prioritize backlog
- Customer Success Leaders — Identify systemic issues affecting retention and satisfaction across accounts
- Customer Insights Teams — Conduct systematic feedback analysis for executive reporting and strategy
- Operations Directors — Support cross-functional improvement efforts with quantified impact projections
Best For
- Analyzing 50+ NPS/CSAT responses to identify systemic patterns
- Prioritizing CX improvement initiatives based on impact and feasibility
- Creating executive-ready root cause reports with intervention recommendations
- Validating assumptions about what's driving your detractor population
- Measuring post-intervention impact to prove whether changes actually moved NPS/CSAT scores
You might also like
You can deconstruct complete customer journeys across all touchpoints, identify and quantify friction points by severity and revenue impact, map how CX issues affect operations across departments, and create defensible improvement roadmaps ranked by strategic fit, complexity, and ROI. This skill translates customer insights into business language, helping you build compelling cases for CX investments and align leadership around shared improvement priorities.
You can upload raw NPS/CSAT survey data and receive automated sentiment analysis, root cause identification, and segmented customer insights. The skill extracts satisfaction drivers, flags emerging issues, and produces executive-ready reports with supporting evidence—enabling you to move beyond topline scores to understand the 'why' behind customer sentiment and specific improvement levers.
Convert raw Voice of Customer data—surveys, reviews, support tickets, social media—into structured journey maps that pinpoint exactly where customers experience friction, delight, or abandonment. You'll categorize touchpoints by journey stage, quantify sentiment at each interaction, and surface actionable insights about pain points and moments of truth that drive strategic improvements.
You can transform raw customer feedback—reviews, survey comments, support tickets, and interview transcripts—into structured journey maps that reveal where customers encounter friction, how sentiment shifts across touchpoints, and which experience gaps drive churn or loyalty. By segmenting customers by journey type and analyzing sentiment transitions across stages, you'll uncover the specific moments that matter most to CX improvement ROI.
Process large volumes of unstructured customer feedback across multiple channels to identify recurring themes, sentiment patterns, and business impact. Claude synthesizes hundreds of feedback entries simultaneously, revealing subtle patterns humans might miss, and translates raw customer voice into executive-ready insights with clear strategic recommendations for product prioritization and experience enhancement.
You can leverage Claude to perform comprehensive taxonomy audits that identify term inconsistencies, semantic gaps, and governance breakdowns across your knowledge management infrastructure. This skill enables you to develop and enforce governance policies, map compliance requirements to classification schemes, and plan taxonomy migrations with confidence that stakeholder alignment and regulatory needs are addressed.
You can create authentic, platform-specific content variations that maintain consistent brand messaging across social channels, email, forums, and community spaces. The system helps you balance promotional advocacy with genuine community value, track which messaging resonates most with different audience segments, and build scalable content workflows that preserve your credibility as a trusted ambassador rather than treating you as a broadcast channel.
You can consolidate fragmented customer research—surveys, interviews, support tickets, behavioral data—into stage-based journey maps that identify moments of truth and experience gaps. The skill helps you weight insights by impact, pinpoint where customers struggle most, and build executive-ready maps that justify CX investment decisions with specific evidence rather than assumptions.