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ITOUG Tech Days
January 2020
Milan & Rome
Challenges and Pitfalls
of
Data Visualization
Daan Bakboord
https://www.daanbakboord.com/
https://twitter.com/daanbakboord
https://nl.linkedin.com/in/daanbakboord
https://www.daanalytics.nl/blog
#obihackers
Challenges and Pitfalls of Data Visualization | January 2020
https://www.pong.nl/
Agenda
• Introduction
• Mind
• Perception
• Psychology
• Thinking
• Dashboard Design
Challengesand Pitfallsof Data Visualization
Initiatives
IT IT IT
Reliable Information/ Insights
A BChange/Policy / Strategy
Data
https://www.oracle.com/business-analytics/data-visualization/examples.html
A picture says more than a
thousand words
What’s your Story?
Visual Perception
Visual Perception
Visual Perception
Visual Perception
Visual Perception - Process
Register Observe&Interpret
Visual Perception
• Iconic Memory
• letters,colors,digits,shapes,etc.
• e.g. Computerbuffer
• Short Term memory
• chunksofinformationFiFo
• e.g. RandomAccess Memorie (RAM)
• Long Term memory
• recognise people, events,patterns,etc.
• e.g. Computerharddisk
“Gestalt” Psychology
Overall picture beforeperception of components
Figure /
Ground
Law ofGroupingWhole
is more than
Sum ofParts
It’s all about Perception
Gestalt Principles of Perception
Closure
Proximity
Similarity
Continuation
Prägnanz (Good Figure, Simplicity)
Optical Illusion
Optical Illusion
Two SystemWay of Thinking
• System I
• ThinkingFast
• Intuitive, “Gut”reaction
• Jump toConclusion
• “AlwaysOn”
• System II
• ThinkingSlow
• Reflection
• Problemsolving
• Analysing
Dashboard Design
• Present information Logical andOrdered
• Signaling should beClear and Unambiguous
• Choose the right Visualization
• Don’tgive SystemI theopportunitytogo wrong
• Optimal balance between System I & System 2
• Focus on the coremessage
Subconscious Attributes
• Color (Intensity)
• Shape
• Positioning
• Motion
Using Color
98675321098739873947612902
16438902451209137828462010
08345601395660087414383020
47294901837900298265150137
Count the number ‘5’
Using Color
98675321098739873947612902
16438902451209137828462010
08345601395660087414383020
47294901837900298265150137
98675321098739873947612902
16438902451209137828462010
08345601395660087414383020
47294901837900298265150137
Count the number ‘5’
Color Blind
ExperienceColorBlindnessvia Color Oracle
Right
Wrong
Using Color
Associations
B & W Printing
Toomuch color –where to focus?
Data Ink Ratio
Edward Tufte
Data Ink Ratio
Edward Tufte
Data Ink Ratio
Edward Tufte
Data Ink Ratio
• Minimize the Data Ink Ratio as
muchas possible
• Increase the Data Ink Ratio if
necessary to tell the story
Graphs
Graphs
After a demobyan Account Manager
Visuals
Report
Stephen Few
http://www.perceptualedge.com/
Stephen Few
Bullet GraphSparkLine
JQuery
Data VisualizationExtensions(DVD SDK)
https://www.oracle.com/business-analytics/data-visualization/extensions.html
How to Choose the Chart Type
See the Signals
• OurBrains are better suited to process Images
• Turn complex data sets into Easy to Digest
and Supporting Insights
• Identify interesting Patterns and
Opportunities and Previously Unknown
Trends
Advice
Questions?
Thanks!

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ITOUG Tech Days 2020 - Challenges and Pitfalls ​ of ​ Data Visualization​

Notas do Editor

  1. https://mens-en-gezondheid.infonu.nl/diversen/112258-de-werking-van-het-geheugen.html