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

Can Fossil Analysis Software Help Us Plan Curriculum?
Can Fossil Analysis Software Help Us Plan Curriculum?
Data Storytelling: More Immersive and Easier on the Brain
Growth in Data-Related Jobs, cnt’d
Top 5 Graph Visualisation Tools
Five More Top Data Visualizations that Persuade

data visualization

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

The New Zlibrary Official Domain Makes The Website Address Different -- AI-generated illustration
How Search Engine Indexing Lags Behind Large-Scale Website Domain Migrations
News
How Great Content Moves Through A Marketing Ecosystem -- AI-generated illustration
How Great Content Moves Through A Marketing Ecosystem
Exclusive Infographic Marketing
What Your Brand Misses That Data Reveals -- AI-generated illustration
What Your Brand Misses That Data Reveals
Big Data Exclusive Infographic
5 Common Mistakes Businesses Make During the Risk Assessment Process -- AI-generated illustration
5 Common Mistakes Businesses Make During the Risk Assessment Process
Business Intelligence Exclusive Risk Management

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Gen "C"
Data Visualization

Gen “C”

5 Min Read
SQL Visualization in the Spreadsheet
Big DataBusiness IntelligenceData ManagementData MiningInside CompaniesNew ProductsSoftwareSQLUnstructured Data

SQL Visualization in the Spreadsheet

5 Min Read
Data Visualization
Data Visualization

10 Important Ways Data Visualization Can Benefit Your Content Strategy

13 Min Read
#3: Here's a thought...
Uncategorized

#3: Here’s a thought…

7 Min Read

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

ai is improving the safety of cars
From Bolts to Bots: How AI Is Fortifying the Automotive Industry
Artificial Intelligence
AI chatbots
AI Chatbots Can Help Retailers Convert Live Broadcast Viewers into Sales!
Chatbots

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?