All examples for Survey Response Theme Extractor

Customer Feedback Theme Analysis

Baseline analysis of ~100 customer feedback responses, identifying 9 themes with prevalence percentages, sentiment breakdowns, representative quotes, and prioritized action items.

Input

What you provide to the skill

Analyze survey responses from /data/feedback.csv with column feedback_text. About 100 customer responses.

Output

What the skill generates for you

Survey Theme Analysis Report

Customer Feedback Analysis

Total Responses: 103
Analysis Date: 2025-12-05
Themes Identified: 9


Theme 1: Product Quality Issues (22% - 23 responses)

Sentiment: 74% Negative, 22% Neutral, 4% Positive
Key Insight: Significant concerns about product durability and quality control, particularly with recent batches

Representative Quotes:

  • “The product broke after just two weeks of normal use. Very disappointed with the quality.”
  • “Quality has gone downhill compared to my previous purchase last year. Materials feel cheaper.”
  • “Received item with defect out of the box. Had to return and wait for replacement.”
  • “Not what I expected based on the price point. Feels flimsy and poorly constructed.”

Recommendation: Implement immediate quality control audit of manufacturing process. Review supplier standards and consider lot testing for recent batches. This is the highest-prevalence negative theme affecting customer satisfaction.


Theme 2: Shipping and Delivery Problems (18% - 19 responses)

Sentiment: 68% Negative, 26% Neutral, 6% Positive
Key Insight: Delivery delays and shipping damage are creating frustration, especially for time-sensitive orders

Representative Quotes:

  • “Took 3 weeks to arrive when promised 5-7 days. Missed my daughter’s birthday.”
  • “Package arrived damaged. Box was crushed and product inside was broken.”
  • “No tracking updates for 10 days. Had to contact support multiple times to find out where it was.”
  • “Shipping cost was reasonable but delivery time was way too long.”

Recommendation: Partner with more reliable shipping carriers or negotiate SLAs with current partners. Implement proactive tracking notifications and improve packaging protection for fragile items.


Theme 3: Outstanding Customer Service (16% - 17 responses)

Sentiment: 94% Positive, 6% Neutral
Key Insight: Customer service team is a major strength and primary driver of positive experiences, especially in resolving issues

Representative Quotes:

  • “Customer service was fantastic! They responded within an hour and resolved my issue immediately.”
  • “Had a problem with my order but the support team made it right. Super helpful and friendly.”
  • “Best customer service I’ve experienced in years. They went above and beyond to help me.”
  • “Support team turned a bad situation into a great experience. Very impressed.”

Recommendation: Feature customer service excellence in marketing materials. Document and scale the practices that make the team successful. Consider case studies of successful issue resolutions.


Theme 4: Pricing and Value Concerns (14% - 14 responses)

Sentiment: 57% Negative, 36% Neutral, 7% Positive
Key Insight: Customers perceive price as high relative to quality received, with specific complaints about hidden fees

Representative Quotes:

  • “Product is okay but overpriced for what you get. Similar items available for 30% less elsewhere.”
  • “Would be great if there were more budget-friendly options. Price point is too high for occasional users.”
  • “Hidden shipping costs at checkout were frustrating. Should be disclosed upfront.”
  • “Good product but not worth the premium price tag in my opinion.”

Recommendation: Conduct competitive pricing analysis and consider introducing tiered product options (standard/premium). Be transparent about all costs upfront to reduce checkout abandonment.


Theme 5: Website and Ordering Experience (12% - 12 responses)

Sentiment: 50% Negative, 42% Neutral, 8% Positive
Key Insight: Website usability issues creating friction in the purchasing journey, particularly on mobile devices

Representative Quotes:

  • “Website is hard to navigate on mobile. Had to switch to desktop to complete my order.”
  • “Checkout process took way too long. Too many steps and forms to fill out.”
  • “Search function doesn’t work well. Couldn’t find what I was looking for even though I knew you sold it.”
  • “Would love a saved payment option. Having to enter everything every time is annoying.”

Recommendation: Prioritize mobile UX optimization and streamline checkout to 2-3 steps maximum. Add guest checkout option and improve site search functionality with better filtering.


Theme 6: Product Features and Functionality (9% - 9 responses)

Sentiment: 56% Negative, 33% Neutral, 11% Positive
Key Insight: Users requesting additional features and improved functionality, particularly for compatibility with accessories

Representative Quotes:

  • “Wish it had the feature that the competitor version has. That would make this perfect.”
  • “Doesn’t work with my existing accessories. Would be great if it was more compatible.”
  • “Missing some basic functionality I expected. Had to buy additional items to make it work.”

Recommendation: Conduct feature gap analysis against top competitors. Prioritize backward compatibility with common accessories. Survey customers on most-desired feature additions.


Theme 7: Excellent Product Performance (8% - 8 responses)

Sentiment: 100% Positive
Key Insight: When product works as intended, customers are highly satisfied with performance and results

Representative Quotes:

  • “Works exactly as advertised. Very happy with the performance and results.”
  • “Best purchase I’ve made this year. Exceeded my expectations in every way.”
  • “Product quality is outstanding. You can tell it’s built to last.”
  • “So glad I chose this over cheaper alternatives. Worth every penny.”

Recommendation: Capture and share these success stories in marketing. Create video testimonials and case studies. Use this feedback to identify what’s working well in successful product batches.


Theme 8: Documentation and Instructions (6% - 6 responses)

Sentiment: 67% Negative, 33% Neutral
Key Insight: Setup instructions are unclear or incomplete, leading to confusion and support requests

Representative Quotes:

  • “Instructions were confusing. Had to watch YouTube videos to figure out how to set it up.”
  • “Manual is very basic. Doesn’t cover common troubleshooting scenarios.”
  • “Would be helpful to have better quick start guide. Current one assumes too much knowledge.”

Recommendation: Revamp product documentation with step-by-step visual guides. Create supplementary video tutorials for complex setup. Add FAQ section addressing common issues.


Theme 9: Return and Refund Process (5% - 5 responses)

Sentiment: 60% Negative, 20% Neutral, 20% Positive
Key Insight: Return process is functional but could be more streamlined with clearer policies

Representative Quotes:

  • “Return process was straightforward but took a while to get my refund processed.”
  • “Had to pay for return shipping which was disappointing given the product defect.”
  • “Return policy is reasonable but wish there was a longer trial period.”

Recommendation: Consider offering free returns for defective products. Extend trial period to 30-60 days to reduce purchase hesitation. Accelerate refund processing to 3-5 business days.


Summary & Action Items

High Priority (Execute Immediately)

  1. Quality Control Audit (22%, highly negative) - Root cause analysis of manufacturing issues. Highest impact on brand reputation.
  2. Shipping Reliability (18%, negative) - Partner evaluation and packaging improvements. Directly affects delivery experience.
  3. Pricing Transparency (14%, negative) - Eliminate hidden fees and introduce tiered options. Reduces checkout friction.

Medium Priority (Plan for Q1 2026)

  1. Mobile Website Optimization (12%) - Streamline mobile checkout and improve navigation. Quick win for conversion rates.
  2. Product Documentation Overhaul (6%) - Create visual guides and videos. Reduces support burden.
  3. Feature Enhancement Pipeline (9%) - Address compatibility and feature gaps. Product development cycle.

Low Priority (Monitor and Plan)

  1. Return Process Streamlining (5%) - Minor improvements to refund speed. Lower volume but high satisfaction impact when relevant.

Strategic Insights

  • Quality Crisis: 22% cite quality issues - this is urgent and threatens brand reputation
  • Service Saves Sales: 16% praise customer service, often after resolving problems - service excellence is masking product issues
  • Value Perception Gap: Combined 36% cite pricing, quality, or feature concerns - suggests value proposition misalignment
  • Positive Signal: When product works (8% theme), satisfaction is extremely high - indicates potential if quality issues resolved
  • Support Burden: Quality and documentation issues driving unnecessary support volume - fixing upstream will reduce costs

Immediate Action Required

The combination of quality issues (22%), shipping problems (18%), and pricing concerns (14%) affecting 54% of feedback represents a critical moment. While customer service excellence (16%) is preventing complete satisfaction collapse, this is unsustainable. Prioritize quality control audit and supplier review within 30 days to prevent further brand damage.