Frustration Score / Friction Score

back to glossary
What is frustration score / friction score?

Frustration score, also known as friction score, is a metric that quantifies the level of user frustration or difficulty encountered while interacting with a website or application. It's a numerical representation of how much friction a user experiences, helping to identify areas where users face obstacles and potentially abandon their tasks.

What are key aspects of frustration score / friction score?
  • Quantifies Frustration: Instead of relying on qualitative feedback, it provides a numerical score that indicates the level of frustration experienced by users.
  • Friction Events: This score is typically calculated based on specific user actions or patterns that are considered indicators of frustration, such as rage clicks, dead clicks, errors, or slow page loading.
  • Severity and Frequency: Each friction event is weighted by its severity and how often it occurs, contributing to the overall score.
  • Pageview and Session Level: Frustration scores can be calculated at the pageview level (how frustrating a specific page is) and the session level (how frustrating an entire user session is).
  • Prioritization: By identifying the areas with the highest frustration scores, teams can prioritize which issues to address first, focusing on areas that impact the most users or have the greatest negative impact.
  • Impact Quantification: Frustration scores can be linked to key business metrics like conversion rates and revenue, demonstrating the financial impact of addressing user friction.
What are key friction events?

Common friction events that contribute to a higher friction score include:

  • Rage clicks: Repeated clicking on the same element, often indicating a broken or unresponsive element.
  • Dead clicks: Clicking on elements that do not respond or have no functionality.
  • Click errors: JavaScript errors or other issues that prevent clicks from working.
  • Bounces: Users leaving the page quickly without taking any meaningful action.
  • Slow loading times: Pages that take a long time to load can frustrate users.

How are frustration scores/friction scores used?

  • Identifying pain points: Businesses use friction scores to identify areas on their website or app where users are experiencing the most frustration.
  • Prioritizing fixes: By analyzing which pages or features have the highest friction scores, businesses can prioritize which issues to address first.
  • Improving UX: By reducing friction, businesses can create a more seamless and enjoyable experience for users, leading to increased engagement, conversions, and customer satisfaction.
Examples of tools:
  • Quantum Metric
  • Mouseflow
  • Contentsquare
  • Medallia
PlatformUse CasesPricing PlansResourcesCompany
LoginGet a demo

Platform

Coffee image

Platform overview

Learn more about Quantum Metric.

Data

Session replayUnderstand the "why" behind customer behaviors. Segment builderSlice your audience with nested segment building. AutocaptureCapture over 300 metrics out-of-the-box.Page performanceDiscover and quantify the impact of slow pages. User analyticsUnlock better user adoption, retention, and customer journeys.Platform intelligenceOur powerful machine learning engine.Mobile app analyticsPatented mobile analytics technology.Adobe Experience Platform Connector Go live with CJA faster.

Insights

Felix AI AgenticAutonomous agents analyze every part of the customer journey.Felix AI SummarizationGen AI powered session summarization.JourneysUnderstand which paths customers are taking.Interaction heatmapsVisualize page-level clicks, scrolls, and attention.VisibleVisualize user behavior directly from your browser. DashboardsOrganize and monitor your most important data. Dashboard template libraryTemplates to improve your experience. Opportunity analysisAutomatically surface and quantify friction points.

Action

Monitoring & alertsAlerting on aggregate behavior, frustration, and more.Data activationSeamlessly merge any data source.Data streamingSend Quantum Metric insights to your data warehouse.Data enrichmentGet greater impact with enhanced data insights.Salesforce Lightning analyticsGain visibility and understanding of Salesforce Lightning app users.Performance & overheadLightweight SDKs and tags.Security & privacyBest in class security technology and polices.

See for yourself.

Schedule a personalized discussion and walkthrough of our solution.

Talk to our team.

Schedule a personalized discussion and walkthrough of our solution.

Join a regularly streamed demo of our top features and use cases.

Watch a live demo.

Join a regularly streamed demo of our top features and use cases.

Review platform use cases and capabilities at your own pace.

Browse product tours.

Review platform use cases and capabilities at your own pace.

Use Cases

Industries

RetailUnderstand shoppers’ needs faster.Financial servicesDrive digital adoption and improve satisfaction.Travel & hospitalityGrow revenue and loyalty with real-time visibility.TelcoImprove the digital-first experience.GamingUnderstand real-time player behavior.HealthcareImprove patient self-service and loyalty.

Teams

ProductUnderstand any part of the digital experience in seconds.TechnologySurface and scope customer technical friction in real-time.MarketingStrengthen your campaigns and convert more.AnalyticsAnswer the “why” behind the customer experience.CX & VoCBring together qualitative and quantitative insights.UXDeep insight into behavior, engagement, and friction.Service & supportImprove customer empathy and contact center efficiency.

Solutions

Digital analyticsMonitor, diagnose, and optimize critical experiences.Product analyticsUnderstand user behavior and drive adoption.Experience analyticsSurface pain points and quantify opportunities.Journey analyticsInsights into every touchpoint across the digital journey.Web analyticsUnderstand and report on digital performance.Employee experienceAutomatically surface critical friction on your internal apps and kiosks.Contact centerOptimize contact center experiences.AI DetectionReveal how AI agents interact with your digital experience.

Explore dashboard templates.

Gain instant insight into your digital experience with pre-designed dashboard templates.

Gain instant insight into your digital experience with pre-designed dashboard templates.

Skip the setup, start analyzing.

See template library

Resources

Learn

ResourcesReview expert guidance and new data. Case studiesDiscover our customer stories.Product tour libraryReview platform use cases and capabilities at your own pace. Events & webinarsJoin us for live or virtual events. BenchmarksReview the top findings from Quantum Metric aggregated platform data.BlogThought leadership, trends, and product insights.Continuous Product DesignThe approach to building better products faster.

Community

The QuadConnect with experts, converse, and be inspired.

New blog post.

AI assistants vs. agentic AI: Key differences in digital analytics.

AI assistants vs. agentic AI: Key differences in digital analytics.

Learn how understanding the distinction between AI assistants and agentic AI becomes essential for everyone working in digital experience, analytics, or strategy.

Read the blog

Company

About us

Our storyHow Quantum Metric started, our leadership team, and how you can get involved.CareersSee what it's like to work for Quantum Metric, and available positions.NewsRead the latest announcements and news.

Partner network

Partners & integrationsView our technology and solutions partners.Partner programOur key ecosystem of partners.

Latest news.

Quantum Metric simplifies digital analytics with Spring 2025 Product Launch.

Quantum Metric simplifies digital analytics with Spring 2025 Product Launch.

Learn more

LoginGet a demo

Platform

Platform overviewFelix AI AgenticFelix AI SummarizationJourneysMobile app analyticsInteraction heatmapsSecurity & privacy

Industries

RetailFinancial servicesTravel & hospitalityTelcoGamingHealthcare

Teams

ProductTechnologyMarketingAnalyticsCX & VoCUXService & support

Solutions

Digital analyticsProduct analyticsExperience analyticsJourney analyticsWeb analyticsEmployee experienceContact centerAI Detection

Resources

Contact usProduct tour libraryPricing plansResourcesCase studies
Privacy PolicyTerm of UseEULAPatentsAffiliatesLegal InformationModern Slavery StatementDo Not Share My Information

© 2026 Quantum Metric, Inc. All rights reserved.