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
    What Kind of Problem-Solving Distinguishes Data Analysts From Software Engineers -- AI-generated illustration
    What Kind of Problem-Solving Distinguishes Data Analysts From Software Engineers
    7 Min Read
    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
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Not to scale
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 > Not to scale
Data VisualizationPredictive Analytics

Not to scale

DavidMSmith
DavidMSmith
2 Min Read
Not to scale
Illustration generated with FLUX.2 [klein 4B] via Cloudflare Workers AI.
SHARE

Art Director Nick Rapp created the following representation of recent bear markets for the Associated Press:

N-rapp-ap

Check out the scale at the bottom: first it’s in months, then it’s in years, and then it just seems to vary arbitrarily. It also seems to be based on distressingly few data points (no doubt because it had to be created by hand — any self-respecting data visualization tool would have to be twisted and tortured to be made to introduce a distortion like that.)  Junk Charts dissects the problems further, and brings R to the rescue with a more reasonable visualization of the data, where the scale is uniform and introducing smoothing to better highlight the trends:

More Read

So What Is Prescriptive Analytics?
So What Is Prescriptive Analytics?
Recorded Future
Personalization: The Underappreciated Aspect of Self-Service Business Intelligence
Customer Behavior Analysis in the Telecom Arena
Predictive Analytics and Sales Forecasting: The Latest Power Couple
Bearmarkets
In comments, Rapp says “It is known that this visualization is not perfect, but simplification can help a newspaper reader to get a quick comparative idea of the current market meltdown.” I can’t say I agree — that bizarrely warped scale only distorts the reader’s impression of the differences between these bear markets, rather than simplifying the interpretation.

Junk Charts: Don’t mess with the scale

TAGGED:chartsgraphsr
Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

Flat editorial illustration: The article connects weekly technician productivity and related shop metrics to timely scheduling an
Workforce Analytics for Auto Repair Shops: Reading Technician Productivity Weekly
Business Intelligence Exclusive
Flat editorial illustration: A business-editorial depiction of two account-growth routes: data-guided targeted advertising and cr
Targeted Ads and Cross-Promotion: Using Audience Segments and Platform Statistics to Grow
Exclusive Social Data
Flat editorial illustration: Business and SaaS-editorial concept: a prospective development team proves its fit by testing a boun
Hiring a Dedicated Development Team for Your Existing Stack and Delivery Process
Development Exclusive
Flat editorial illustration: The article is about modernizing legacy software incrementally without stopping live operations. A t
7 Top Legacy Software Modernization Companies in Europe for 2027
Exclusive Software

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

PAW: High-Performance Scoring of Healthcare Data
Data MiningPredictive Analytics

PAW: High-Performance Scoring of Healthcare Data

6 Min Read
Behind the scenes of REvolution's 64-bit Windows port of R
Data MiningPredictive Analytics

Behind the scenes of REvolution’s 64-bit Windows port of R

9 Min Read
Comparing baseball pitcher styles with lattice graphics
Data MiningPredictive Analytics

Comparing baseball pitcher styles with lattice graphics

5 Min Read
Visualizing Katrina's Strongest Winds with R
AnalyticsModeling

Visualizing Katrina’s Strongest Winds with R

1 Min Read

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

5 Great Tips for Using Data Analytics for Website UX
5 Great Tips for Using Data Analytics for Website UX
Big Data
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
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?