

Visualizing Customer Sentiment, the Right Way: Why Likert Charts Work Better
In customer experience analytics, clarity of sentiment distribution is critical. Traditional stacked bar charts often fail to show balance across satisfaction dimensions.
A Likert Chart solves this by splitting positive and negative responses from a neutral midpoint. This structure makes direction and intensity of sentiment visible in a single view.
Use Case: Department-wise Customer Satisfaction
Sales, Support, Product, and Onboarding were evaluated across six satisfaction attributes, including responsiveness and ease of interaction.
Why Likert Charts are more effective:
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Midpoint anchoring highlights where sentiment drifts positive or negative
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Departments can be compared side by side without clustered bars
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Negative areas stand out without reliance on scales or legends
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Directional colors guide focus toward under performing or strong segments
Unlike bar charts that become cluttered with categories and lack a clear baseline, the Likert Chart provides structure, clarity, and actionability, making it valuable for experience managers and senior leaders.
At Perceptive Analytics, we help businesses unlock value in data.
At Perceptive Analytics our mission is “to enable businesses to unlock value in data.” For over 20 years, we’ve partnered with more than 100 clients—from Fortune 500 companies to mid-sized firms—to solve complex data analytics challenges. Our services include Advanced Analytics, Generative AI, and Business Intelligence (Tableau, Power BI and Looker) turning data into strategic insight. We would love to talk to you. Do reach out to us.
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