We use cookies, including third-party cookies from Google to serve personalized ads through AdSense, to operate this site and understand how it is used. By continuing to browse, you accept this use. See our Privacy Policy and Terms of Use for details, including how to opt out of personalized advertising.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    chatgpt image jul 21, 2026, 04 34 30 pm
    4 Core Benefits of Predictive Maintenance after Vibration Analysis
    10 Min Read
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results -- AI-generated illustration
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results
    11 Min Read
    chatgpt image jul 13, 2026, 04 23 45 pm
    How Data Analytics Helps Companies Improve User Engagement
    19 Min Read
    chatgpt image jul 13, 2026, 03 59 46 pm
    How Data Analytics Improves Multi-Location Search Strategies
    10 Min Read
    cybersecurity efforts
    How Behavioral Analytics and AI Are Redefining Cybersecurity for Boca Raton Businesses
    14 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Brain Scans Show No Difference Between Pie Chart and Bar Chart Perception?
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Big Data > Data Visualization > Brain Scans Show No Difference Between Pie Chart and Bar Chart Perception?
Data Visualization

Brain Scans Show No Difference Between Pie Chart and Bar Chart Perception?

Timo Elliott
Timo Elliott
3 Min Read
Brain Scans Show No Difference Between Pie Chart and Bar Chart Perception?
Illustration generated with FLUX.2 [klein 4B] via Cloudflare Workers AI.
SHARE

Which is better for communicating information: pie charts or bar charts? “Pie charts communicate information poorly… Our visual perception is not designed to accurately assign quantitative values to 2-D areas” says visualization expert Stephen Few in his book “Show Me The Numbers.”

The book backs up the claim with a compelling example that I’ve attempted to recreate below — which of these two charts do you find easier to interpret?

Which is better for communicating information: pie charts or bar charts? “Pie charts communicate information poorly… Our visual perception is not designed to accurately assign quantitative values to 2-D areas” says visualization expert Stephen Few in his book “Show Me The Numbers.”

The book backs up the claim with a compelling example that I’ve attempted to recreate below — which of these two charts do you find easier to interpret?

More Read

Benefits of Embedded Business Intelligence
Benefits of Embedded Business Intelligence
Big Data Statistics in the Search for a Cure for MS
Dashboards should do more than raise your blood pressure
3 Big Trends in Data Visualization
#14: Here’s a thought…

But recent research by Tufts University seems to make the answer less clear-cut.

Researchers monitored the brain activity of participants making a percentage estimation of a chart section compared to a previous chart, using both a bar chart and a pie chart. After examining all the data, their conclusion was that they rejected their “initial hypothesis that brain signals would indicate that bar graphs are easier to use for most people.”

Some participants said they found the task easier using bar charts and others found pie charts easier. This appeared to be backed up by both the observed brain activity and the reaction times and error rates of the two groups. However, the type of chart used didn’t seem to make a difference in terms of analysis performance: “despite a clear separation in brain activity between the bar high demand group and the pie high demand group, we observe very little difference in response time and error.” In addition, “there was no indication that either bar graphs or pie charts were superior across all participants on this particular task.”

Here is a short video summary of the study:

This is clearly one small study that concerned a particular (and potentially unusual) task, and should be considered in light of other research. But more data is better, and I would encourage you to spend as much time understanding what’s interesting about the study as you spend trying to figure out why you can disagree with it… I also hope that it might encourage more nuanced, less dogmatic discussions of data visualization best practice.

Share and Enjoy

TAGGED:bar graphdata visualizationpie chartShow Me The Numbersstephen few
Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

Illustration of mobile analytics dashboards with ad performance charts connected to backend databases
11 Best Sisense Alternatives for Embedded Analytics
Business Intelligence Exclusive
Analyst points at colorful circular data dashboard on screen - information technology business metrics
How Fragmented Workplace Tech Undermines Reliable Business Metrics and Reporting
Cloud Computing Exclusive Infographic IT
Using Multi-Source Data and Analytics to Detect Operational Drift Across Franchise Networks -- AI-generated illustration
Using Multi-Source Data and Analytics to Detect Operational Drift Across Franchise Networks
Exclusive Infographic
Beyond The First Impression: The Long-Lasting Impact Of Sensory Marketing -- AI-generated illustration
Beyond The First Impression: The Long-Lasting Impact Of Sensory Marketing
Infographic Marketing

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Avoid Analytics Mistakes by Being Aware of Misinformation Visualization
AnalyticsBest PracticesBig DataData ManagementData VisualizationExclusive

Avoid Analytics Mistakes by Being Aware of Misinformation Visualization

7 Min Read
Why computers can't figure out words
Data Quality

Why computers can’t figure out words

7 Min Read
The Big Question In Big Data Is...What's The Question?
AnalyticsBest PracticesBig DataBusiness IntelligenceCollaborative DataData ManagementData MiningData QualityData VisualizationData WarehousingDecision ManagementPredictive AnalyticsSentiment AnalyticsSocial DataSocial Media AnalyticsSoftwareStatisticsText AnalyticsUnstructured DataWeb AnalyticsWorkforce AnalyticsWorkforce Data

The Big Question In Big Data Is…What’s The Question?

7 Min Read
Examples of Using Kanban Boards with Data Visualization Tools
Data Visualization

Examples of Using Kanban Boards with Data Visualization Tools

6 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
Chatbots
Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Artificial Intelligence Chatbots Exclusive

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-26 SmartData Collective. All Rights Reserved.
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?