Cookies help us display personalized product recommendations and ensure you have great shopping experience.

By using this site, you agree to the Privacy Policy and Terms of Use.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    big data analytics in transporation
    Turning Data Into Decisions: How Analytics Improves Transportation Strategy
    3 Min Read
    sales and data analytics
    How Data Analytics Improves Lead Management and Sales Results
    9 Min Read
    data analytics and truck accident claims
    How Data Analytics Reduces Truck Accidents and Speeds Up Claims
    7 Min Read
    predictive analytics for interior designers
    Interior Designers Boost Profits with Predictive Analytics
    8 Min Read
    image fx (67)
    Improving LinkedIn Ad Strategies with Data Analytics
    9 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Data Visualization Doesn’t Need to be Biased
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > R Programming Language > Data Visualization Doesn’t Need to be Biased
R Programming Language

Data Visualization Doesn’t Need to be Biased

DavidMSmith
DavidMSmith
4 Min Read
SHARE

At the FlowingData blog, data visualization commentator and Visualize This author Nathan Yau lists 5 misconceptions about visualization:

At the FlowingData blog, data visualization commentator and Visualize This author Nathan Yau lists 5 misconceptions about visualization:

  • Software does everything (Nathan notes “Personally, I use a lot of R and have a lot of fun in Illustrator”, but uses a lot of other tools as well.)
  • Visualization is for making data flashy
  • The more information in a single graphic, the better
  • It has to be exact
  • Visualization is too biased to be useful

I agree completely with Nathan’s comments on the last point above:

More Read

Data Says R Amongst Most Popular Languages
Revolution Newsletter: December 2011
Two Talks on Data Science, Big Data and R
Real-Time Predictive Analytics with Big Data, and R
Take the Predictive Analytics in the Cloud survey

There’s a certain amount of subjectivity that goes into any visualization as you choose what data to show and how to show it. By focusing on one part of the data, you might inadvertently obscure another. However, if you’re careful, get to know the data that you’re dealing with, and stay true to what’s there, then it should be easier to overcome bias.

After all, statistics is somewhat subjective, too. You choose what you analyze, what methods to use, and pick what to point out in reports.

News organizations, for example, have to do this all the time. They get a dataset, decide what story they want to tell (or find what story the data has to tell). Browse through graphics by The New York Times, and you can see how you can add a layer of information that objectively describes what the data is about.

This stands in contrast to the presentation I saw today at the Strata conference from Alex Lundry, Chart Wars: The Political Power of Data Visualization. (You can see a shorter version of his talk online). It was an entertaining talk, but his main point was to encourage data visualization partitioners to actively insert a point of view into the presentation of data. For example, he encourages more charts like the one on the right below, rather than the one on the left.

Usefuljunk-costs Usefuljunk-monster
(Images from Nigel Holmes’ paper, Useful Junk? The Effects of Visual Embellishment on Comprehension and Memorability of Charts.)

Lundry’s take is that because the image on the right is more easily recalled by those who have seen it, it’s naturally better. I disagree. My objection to the chart on the right isn’t just that uses chartjunk, nor that the teeth are disporoportionately sized to the values, nor even that the X “axis” is slanted upwards to exaggerate the rise. My objection is the chart on the right is that it actively pushes an analysis upon the viewer. As Nathan notes, there’s always an element of bias in what data is selected to be presented, and the way it’s presented. But good charts merely present data, and leave the analysis (obvious though it may be) to the viewer. When a chart takes on the burden of analysis for the viewer, that’s when it strays from data visualization into propaganda.

FlowingData: 5 misconceptions about visualization 

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

financial data
Engineering Trust into Enterprise Data with Smart MDM Automation
Big Data Exclusive
christina wocintechchat com 6dv3pe jnsg unsplash
How CIS Credentials Can Launch Your AI Development Career
Exclusive News
big data analytics in transporation
Turning Data Into Decisions: How Analytics Improves Transportation Strategy
Analytics Big Data Exclusive
AI and fund manager software
AI And The Acceleration Of Information Flows From Fund Managers To Investors
Artificial Intelligence Exclusive

Stay Connected

1.2kFollowersLike
33.7kFollowersFollow
222FollowersPin

You Might also Like

Image
AnalyticsBig DataBusiness IntelligenceCloud ComputingData ManagementData MiningData WarehousingExclusiveHadoopPredictive AnalyticsR Programming LanguageSQLUnstructured DataWeb Analytics

NoSQL Vs. RDBMS for Interactive Analytics: Leveraging the Right and Left Brain of Data

9 Min Read

Suggest Some R Tasks for High-Schoolers

2 Min Read

Birthday Probabilities: Heat Map vs. R

2 Min Read
analytics
AnalyticsBig DataPredictive AnalyticsR Programming LanguageStatistics

Revolution Analytics CEO: Big Data Is a New Management Discipline

8 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
© 2008-25 SmartData Collective. All Rights Reserved.
Go to mobile version
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?