Unclassified
Betül ALTAY
Senior Software Engineer
Artificial Intelligence and Big Data Team
June, 2018
Data Visualization
Image retrieved from http://blogs.vishwak.com/how-tableau-can-help-in-
insurance-analytics-and-data-visualization/
Unclassified
Ask Terms If You Don’t Know!
Retrieved from http://worldartsme.com/thinking-smiley-face-
clipart.html#gal_post_8992_thinking-smiley-face-clipart-1.jpg
Unclassified
What you expect for this presentation?
Retrieved from https://maelaelsa.wordpress.com/2012/04/22/
Unclassified
Napoleon's March to Moscow: The War of 1812
Starting with a convention
Retrieved from https://sites.psu.edu/julieludeman/2016/02/22/edward-
tufte-the-da-vinci-of-data
/
“A good sketch is better than a speech.”
Napoleon Bonaparte
 Size of army
 Geographical
coordinates
 Travelling direction
 Location of army on
certain dates
 Temperatures
Unclassified
Explore
What is used for?
Retrieved from http://www.hrandu.com/news/how-many-geeks-does-it-
take-to-change-a-light-bulb/ and https://zhuanlan.zhihu.com/p/29100262
Communicate
Unclassified
What we want?
See hidden data in a context
Make comparison
Make prediction
Understand trends and patterns
Detect anomalies such as gaps, outliers
Exploration by Data Visualization
Retrieved from http://www.hrandu.com/news/how-many-geeks-does-it-
take-to-change-a-light-bulb/
Where we want to achieve?
 Analyse and discover
 Evaluate and decide
 Decision Support Systems
 Business Intelligence Tools
 Intelligence Tools
 Crime Analytic Software
Unclassified
Express
Explain
Present
Inspire
Remember
Communication by Data Visualization
Retrieved from https://zhuanlan.zhihu.com/p/29100262
Unclassified
vs.
Example: Ansombe Quartet
Retrieved from https://www.slideshare.net/janwillemtulp/data-
visualization-5724069/16-Shape
Unclassified
vs.
Example: How Many 3’s?
Retrieved from https://www.slideshare.net/janwillemtulp/data-
visualization-5724069/16-Shape
Unclassified
Visualization
Types
Unclassified
0
1
2
3
4
5
6
Category 1 Category 2 Category 3 Category 4
Series 1 Series 2 Series 3
Retrieved from
https://zhuanlan.zhihu.com/p/21897086?from_voters_page=true
A
1
2
3
4
Unclassified
1) Graphs
Unclassified
Graphs = Nodes + Edges
Retrieved from
https://vtechworks.lib.vt.edu/bitstream/handle/10919/73739/CMT_Final_P
resentation.pdf?sequence=14&isAllowed=y
Unclassified
Graphs = Nodes + Edges
Retrieved from https://www.shmoop.com/computer-
science/graphs/trees.html
Unclassified
Word Graphs
Retrieved from http://huzzah.edublogs.org/2008/10/25/whats-in-a-wordle/
Unclassified
2) Charts
Unclassified
Charts
Retrieved from https://dataplay.us/blogs/Selecting-the-right-chart-for-your-
data
Unclassified
3) Maps
Unclassified
Geographical Maps
Retrieved from http://amsterjob.com/google-maps-of-usa/
Unclassified
SVG Maps
Retrieved from http://www.socialtwostep.com/data-is-beautiful-7-data-
visualization-tools-for-digital-marketers/
Unclassified
Brain Storming
Unclassified
• Personalized Insurance
• Insurance companies can provide personalized plans tailored to
their needs and risks
• Personalized policies can reduce costs & the companies gain
competitive advantage
Which Visualization Type(s) Should Be Used?
Retrieved from https://www.registria.com/wp-content/uploads/2016/10/
Unclassified
• Retail/Ticketing Systems
• Recommendation engines can provide up-sell and/or cross-sell
options
• Pricing analysis can be used to serve real-time custom pricing
options
• Campain management
Which Visualization Type(s) Should Be Used?
Retrieved from https://www.titrespresse.com/34016351612/acia-herbicide-
glyphosate-decele-produits-alimentaires-testes
Unclassified
• Smart City Systems
• Transportation planning (underground, bus, etc.)
• Waste management
• Incident management
• Public safety (video/behavioral analytics, etc.)
Which Visualization Type(s) Should Be Used?
Retrieved from https://event-driven.com/about-us/
Unclassified
• Predictive Maintenance
• Railways, Airways
• Logistic support analysis
Which Visualization Type(s) Should Be Used?
Retrieved from https://en.wikipedia.org/wiki/Vibration
and iStockPhoto
Unclassified
• Business Intelligence
• KPI reporting, Dashboards
• Exploratory data analysis for Enterprises
Which Visualization Type(s) Should Be Used?
Retrieved from iStockPhoto
Unclassified
• Fraud Detection
• Customs
• Investigative case management
Which Visualization Type(s) Should Be Used?
Retrieved from https://en.wikipedia.org/wiki/Network_theory and
iStockPhoto
Unclassified
Data Differentiation
Techniques
Unclassified
Color/Lightness
Retrieved from https://www.slideshare.net/janwillemtulp/data-
visualization-5724069/16-Shape
Unclassified
Size
Retrieved from
http://mandegar.info/?l=Power+BI+Says+Hi+to+3D+Maps++RADACAD
Unclassified
Symbols
Retrieved from http://cvfree.pro/flow-map-template
Unclassified
Shape
Retrieved from http://www.sthda.com/english/wiki/ggplot2-scatter-plots-
quick-start-guide-r-software-and-data-visualization
Unclassified
Location
Retrieved from
http://mandegar.info/?l=Power+BI+Says+Hi+to+3D+Maps++RADACAD and
https://blog.csdn.net/u013515273/article/details/77504571
Unclassified
Time
Retrieved from https://medium.com/@EvanSinar/use-animation-to-
supercharge-data-visualization-cd905a882ad4
Unclassified
Let’s Imagine
an Example
Unclassified
Example: Sales Table
Source: Tableau
Unclassified
How many products were sold in each category?
Example: Sales Table
Source: Tableau
Unclassified
How many products were sold in each sub-category of each
category?
Example: Sales Table
Source: Tableau
Unclassified
Comparison of amount of sales in each sub-category of each
category?
Example: Sales Table
Source: Tableau
Unclassified
Comparison of amount of sales and profits of products in
each sub-category of each category?
Example: Sales Table
Source: Tableau
Unclassified
Conjuntion of Techniques
Source: Tableau
• Color/Lightness
• Size
• Symbols
• Shape
• Location
• Time
Unclassified
Bad Visualization
Examples
Unclassified
Bad Data Visualization Examples
Retrieved from Boris Thorbecke, Product Storytelling and Data Visualization
Presentation
Unclassified
Retrieved from Boris Thorbecke, Product Storytelling and Data Visualization
Presentation
Unclassified
Retrieved from Boris Thorbecke, Product Storytelling and Data Visualization
Presentation
Unclassified
Retrieved from Boris Thorbecke, Product Storytelling and Data Visualization
Presentation
Unclassified
Retrieved from Boris Thorbecke, Product Storytelling and Data Visualization
Presentation
Unclassified
Retrieved from Boris Thorbecke, Product Storytelling and Data Visualization
Presentation
Unclassified
Retrieved from Boris Thorbecke, Product Storytelling and Data Visualization
Presentation
Unclassified
Retrieved from Boris Thorbecke, Product Storytelling and Data Visualization
Presentation
Unclassified
Retrieved from Boris Thorbecke, Product Storytelling and Data Visualization
Presentation
Unclassified
If you have to show lots of data…
Retrieved from Boris Thorbecke, Product Storytelling and Data Visualization
Presentation
…focus something!
Unclassified
Visualization
Tools
Unclassified
• Overview
• Zoom
• Filter
• Sort
• Compare
• Find anomalies & outliers
• Characterize trends & distributions
• …
Visualization is not Enough; Interaction is Needed!
Unclassified
BI Tools
Retrieved from https://tr.pinterest.com/pin/477381629236050350/
Unclassified
“Lie factor”
Retrieved from
https://zygmuntmakolumne.wordpress.com/category/komunikacja/page/35
/
Unclassified
UI/UX
Concepts
Unclassified
User Interface/User Experience
Retrieved from http://www.blog.asepmaulanaismail.com/2015/
Unclassified
UI/UX
Retrieved from http://ecza.solinf.co/ui-vs-ux/
Unclassified
UI/UX
Retrieved from https://medium.com/lean-startup-circle/ui-vs-ux-
a7666b4ea53e
Unclassified
UI/UX
Retrieved from https://www.ekito.fr/people/ui-ux-mobile-applications/
Unclassified
Step1: Creating Product Strategy
Retrieved from https://lh3.googleusercontent.com/gbyB6ij36wG-
V_yOeK8Lfu8O3CZ5BKd5jZKARgB6EtUMg9L9OeFqvSkbzbZeHzv3keuc=s114
Customer Analysis
Competitor Analysis
Unclassified
User Persona
Retrieved from https://uxpressia.com/blog/user-persona-vs-buyer-persona-
difference
Unclassified
User Story
Retrieved from https://www.scrumwithstyle.com/courses/effective-user-
stories/
Unclassified
Step 2: Prototyping
Retrieved from http://rightmoveconsultants.com/content-development/
Content Development
Sketchs/Mockups
Minimum Viable Product
MVP
Unclassified
Step 3: Testing & Improving
Retrieved from https://www.optimizely.com/optimization-glossary/ab-
testing/ and https://medium.theuxblog.com/user-testing-v-s-usability-
testing-c3a9edd04612
Unclassified
Unclassified
Let’s do it!
Unclassified
Hands-on1
Retrieved from https://www.tableau.com/learn/tutorials/on-
demand/getting-
started?product=tableau_desktop&version=10_0&topic=getting_started
Unclassified
sold product count in markets
per category of segments
Hands-on2
Retrieved from https://www.tableau.com/learn/tutorials/on-
demand/getting-
started?product=tableau_desktop&version=10_0&topic=getting_started
Unclassified
Average Sales per Month
Hands-on3
Retrieved from https://www.tableau.com/learn/tutorials/on-
demand/getting-
started?product=tableau_desktop&version=10_0&topic=getting_started
Unclassified
Extra: A Simplest so Nicest Example
Retrieved from https://www.invisionapp.com/blog/the-periodic-table-of-
design/
Unclassified

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