Dashboards without Barriers Part 1: Concepts and Vision
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Transcript Dashboards without Barriers Part 1: Concepts and Vision
Dashboards without Barriers
Part 1: Concepts and Vision
Dan Carotenuto
Technical Director
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Dashboards Without Barriers: Concepts and Vision
Agenda
Business Intelligence Dashboards
Creating Useful Dashboards
Demonstrations
Appendix A – Visual Perception
Appendix B – Gestalt Principles of Visual Perception
Appendix C – Solutions
Appendix D – References and Recommended Reading
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Business Intelligence Dashboards
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Business Intelligence Dashboards
What is a Dashboard?
A dashboard is a visual display of the most important
information needed to achieve one or more objectives;
consolidated and arranged on a single screen so the
information can be monitored at a glance
Stephen Few, “Dashboard Confusion,” Intelligent
Enterprise, March 20, 2004
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Business Intelligence Dashboards
What is a Dashboard?
A dashboard (or cockpit) is a reporting mechanism that
aggregates and displays metrics and key performance
indicators (KPIs), enabling them to be examined at a
glance before further exploration via additional BI tools.
Dashboards are useful KPI and metric-reporting
mechanisms that enable users to quickly monitor and
track performance via an esthetic user interface. They
employ visualization components, such as gauges,
thermometers, dials and traffic lights.
“Q&A: Important Integration Considerations for Scorecards,
Dashboards and Portals,” Gartner, Publication Date: 9 July
2007
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Business Intelligence Dashboards
Key Points
Visual displays
They are highly graphical
Why? Because they are nice to look at?
Display information needed to achieve specific objectives
Fit on a single computer screen (no scrolling)
Used to monitor information at a glance
Customized
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4
Does your dashboard take up too
much space?
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Business Intelligence Dashboards
Categorization
Roles
Strategic
Analytical
Operational
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Business Intelligence Dashboards
Strategic
Provide quick overview that decision makers need for
monitoring the health and opportunities of the business
Are typically static snapshots of data
Focus on high-level measures of performance
Benefit from contextual information
Comparisons to targets
Brief histories
Performance evaluators (good, bad)
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Business Intelligence Dashboards
Analytical
For supporting data analysis
Need for greater context
Rich comparisons
More extensive history
Subtler performance evaluators
Support interactions with the data such as drilling down into
underlying details
Used to not only see what is going on, but to examine the
causes
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Business Intelligence Dashboards
Operational
For monitoring operations
Real time
The display media must be very simple
Emergency events must be easily and quickly recognized
and understood in order to ensure correct response
Often displays more specific information
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Strategic Dashboards
Learning by Example
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Strategic Dashboards
Learning by Example
Is there anything wrong with this dashboard?
What information does
this graphic provide?
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Strategic Dashboards
Learning by Example
The gauge and text box both tell us that Vendor Payables are
$160,250
What value do the dial and tic marks in the gauge provide?
Does the text box provide the same information?
Does the text box provide any less information?
Which takes up less space, the gauge or the text box?
Graphic
Text
Vendor Payables: $160,250
Don’t waste space
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Strategic Dashboards
Learning by Example
Is there anything wrong with this dashboard?
What does this
map tell us?
What do these
gauges really tell us?
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Strategic Dashboards
Learning by Example
The labels help us determine what value the needles point to
But what do the position of the needles tell us about the
qualitative value of the data?
Are the arrows pointing in good ranges? Bad ranges?
Supply adequate
context for the data
Don’t waste space
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Strategic Dashboards
Learning by Example
The map displays flight loads to and from Munich
Each route is color-coded to reflect a qualitative range
Other than a geography lesson what value does the map
provide?
Could this information have been displayed in a different way?
Don’t waste space
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Strategic Dashboards
Learning by Example
Is there anything wrong with this dashboard?
Is the graphic surrounding the bar
chart really necessary?
Do not clutter the display
with useless decoration
Don’t waste space
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Business Intelligence Dashboards
Visual Displays: Display Mediums
Principles for selecting dashboard display mediums
They should be aesthetically pleasing
Should be the best means to display a particular type of
information
Use small, concise, clear and intuitive mechanisms
Should be able to serve its purpose even when sized to fit
into a small space
Minimize use of non-data pixels
Do these pixels have anything to do with the data?
Do these pixels add any value to understanding the
data?
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Business Intelligence Dashboards
Visual Displays: Display Mediums
Types
Graphs
Images (photos, illustrations, maps)
Icons
Drawing objects (org chart, process flows)
Text
Organizers (tables, spatial maps, small multiples)
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Business Intelligence Dashboards
Display Mediums: Icons
Simple images that communicate a clear and simple meaning
Only need a few on a dashboard
Types
Alerts
Up/down
On/off
* x
Can take advantage of preattentive processing
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Business Intelligence Dashboards
Display Mediums: Graphs
Display quantitative data in the form of a 2-D graph with X and
Y axes.
Z-axis is used for 3-D charts
How useful are 3-D charts?
They suffer from occlusion
Can take advantage of preattentive processing
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Business Intelligence Dashboards
Display Mediums: Graphs
Types
Bullet graphs
Bar graphs (horizontal and vertical)
Stacked bar graphs (horizontal and vertical)
Combination bar and line graphs
Line graphs
Sparklines
Scatter plots
Box plots
Treemaps
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Business Intelligence Dashboards
Display Mediums
Which display mediums are the best to use?
Depends on what must be monitored in the dashboard
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Business Intelligence Dashboards
Display Mediums
When should you use one graph type over another?
Use the understanding of human visual perception to drive
which display mediums you should use and how they are used
Colors
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Business Intelligence Dashboards
Display Mediums: When and Why Example
Task: Show sales for each quarter over the past year
Which display medium should I use?
Bar chart?
Line chart?
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Business Intelligence Dashboards
Display Mediums: When and Why
Task: Show sales for each quarter over the past year
Create a line chart
Why?
A line chart gives shape and context to your data
If you created a bar chart, you would unconsciously try to
trace the path of the data to give it shape
Gestalt principle of continuity
Continuity
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Business Intelligence Dashboards
Display Mediums: When and Why
Non-data pixels
Do the bar’s shaded fill color and bar’s border add any
value to understanding the chart?
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Creating Useful Dashboards with WebFOCUS
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Overview
What are Inline Graphics?
A method for solving dashboard “real estate” problems
Display information in a small, concise and intuitive manner
For display in an organizer display medium
Matrix style layout made up of rows and columns
Each graphic is directly tied to elements in its own row
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Bullet Graphs
What is a Bullet Graph?
Stephen Few’s answer to
“the problems exhibited by most of the gauges and meters
that have become synonymous with dashboards”
- Stephen Few, Information Dashboard Design (O’Reilly, 2006)
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Bullet Graphs
Components of a Bullet Graph
Qualitative Ranges
Background fill colors like
“bad, satisfactory, and good”
Revenue 2005 YTD
(U.S $ in thousands
0
50
100
Text Label
Quantitative Scale
Performance Measure
Symbol Marker
Encodes the
comparative
measure
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Bullet Graphs
Components of a Bullet Graph
Qualitative Ranges: Fill Colors
Should be variables of color intensity—not hue
Use subtle colors
Dark gray
Light gray
Medium gray
This example uses shades of gray to
distinguish between qualitative ranges
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Bullet Graphs
Components of a Bullet Graph
Qualitative Ranges: Fill Color Design
Rating
Good
Poor
Good
Poor
Good
Poor
Good
Poor
Why?
Solution found in Appendix C
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Bullet Graphs
What is a Sparkline?
Created by Edward R. Tufte
Provides a bare-bones and space-efficient time-series context
for measures.
Data-intense, design-simple, word-size graphics
Where is the quantitative scale?
Sparklines are not meant to provide quantitative precision
of a normal line graph
Provides a quick sense of historical context to enrich the
meaning of the measure
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Cell-based Graphics
Useful Cell-based Graphics
Bullet Graph
Sparkline
Preattentive Attributes
Preattentive Attributes
Enclosure (fill colors)
Line length
Intensity
2-D location
Shapes/Marks (cross)
Line length
2-D location (marker)
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Dashboards without Barriers
Sample Dashboard
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Demonstrations
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Appendix A
Visual Perception
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Visual Perception
If we can understand how perception works,
our knowledge can be translated into rules for
displaying information.
Colin Ware, Information Visualization: Perception
for Design, Second Edition (San Francisco, Morgan
Kauffman, 2004), xxi
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Visual Perception
Short-term visual memory
Preattentive Processing and Attributes
Gestalt principles of visual perception
Who do you see?
Girl
Old lady
Solution found in Appendix C
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Visual Perception
Memory
Iconic memory
Short-term memory
Long-term memory
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Visual Perception
Iconic Memory
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Visual Perception
Iconic Memory
What did you see?
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Visual Perception
Iconic Memory
The visual sensory register
Fragile
Decay rapidly
Unable to be actively maintained
Where preattentive processing occurs
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Visual Perception
Short-term Memory
Working memory
Last over many seconds
Where information resides during conscious processing
Temporary
A portion is dedicated to visual information
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Visual Perception
Short-term Memory
Limited storage capacity
Can only store three to nine chunks of visual information at
a time in short-term memory
After it is filled, for something new to be stored, the current
contents must be moved to long-term memory or discarded
1
3 4
7
13
24
Long- term
memory
26
8
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Visual Perception
Preattentive Processing
What is Preattentive proccessing?
The early stage of visual perception that rapidly occurs
below the level of consciousness
Tuned to detect a specific set of visual attributes
Attentive processing is sequential—slower
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Visual Perception
Preattentive Processing
How many times does the number 5 appear in the following
list?
6853843134524384313643843513843
2143413813574381341384324381354
6879794567863431843763878341834
8138733138797984983138236798413
Solution found in Appendix C
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Visual Perception
Preattentive Attributes
Category
Attribute
Quantitative
Color
Hue
No
Intensity
Yes, but limited
Position
2-D position
Yes
Form
Orientation
No
Line length
Yes
Line width
Yes, but limited
Size
Yes, but limited
Shape
No
Added marks
No
Enclosure
No
Flicker
Yes, based on speed, but limited
Motion
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Visual Perception
Preattentive Attributes - Color
Mere colour, unspoiled by meaning, and
unallied with definite form, can speak to the
soul in a thousand different ways.
Oscar Wilde, 1856-1900, British Author
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Visual Perception
Preattentive Attributes - Hue
Hue – a more precise term for what we normally think of as
color (red, green, blue, purple, etc)
Are any of these circles the same hue?
Someone with normal
color vision see this
Someone that is color-blind
sees this
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Visual Perception
Preattentive Attributes - Hue
How many people are color-blind?
____% males
____% of females
Someone with normal
color vision see this
___% of males and ___%
of females see this
Solution found in Appendix C
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Visual Perception
Preattentive Attributes - Intensity
Intensity
Refers to both saturation and lightness
Should be used to differentiate colors on a dashboard
Darker
Lighter
This circle differs
only in intensity
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Visual Perception
Preattentive Attributes – Hue and Intensity
Hue
Intensity
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Visual Perception
Preattentive Attributes - Position
2-D Location
Primary means that we use to encode quantitative data in
graphs
For example, the position of data points in relation to a
quantitative scale
Differences in 2-D position are the easiest and most
accurate to perceive
2-D location
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Visual Perception
Preattentive Attributes - Form
Line Length
Most useful for encoding
quantitative values as
bars in a bar graph
Line Width
Useful for highlighting
purposes
Thickness or stroke
weight of a line
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Visual Perception
Preattentive Attributes - Form
Line Width
Can be used to encourage perception of one thing as
greater than, equal to, or less than another
But cannot perceive differences with any degree of precision
How much bigger is the larger
circle?
?
1
Which has the highest costs?
Costs
Revenue
Solution found in Appendix C
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Visual Perception
Preattentive Attributes - Form
Shapes
Can be used in graphs to
differentiate data sets
As icons can be used to
assign distinct meanings
(alerts)
Enclosure
Powerful means of
grouping sections of data
or highlighting content as
important
Borders or fill color
behind the content.
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Visual Perception
Preattentive Attributes - Form
Orientation
Added marks
Size
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Visual Perception
Preattentive Attributes - Motion
Flicker
A visual attribute of an object, such as color,
continuously changes back and forth
between two values, or the entire object
itself repeatedly appears and then
disappears.
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Appendix B
Gestalt Principles of Visual Perception
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Gestalt Principles of Visual Perception
Proximity
Closure
Similarity
Continuity
Enclosure
Connection
Max Wertheimer, 1880-1943,
founder of Gestalt Psychology
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Gestalt Principles of Visual Perception
Proximity
Objects that are located near one another are perceived as
belonging to the same group
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Gestalt Principles of Visual Perception
Closure
Asserts that we perceive open structures as closed, complete,
and regular whenever there is a way that we can reasonably do
so
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Gestalt Principles of Visual Perception
Similarity
We tend to group together objects that are similar in color, size,
shape, and orientation
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Gestalt Principles of Visual Perception
Continuity
We perceive objects as belonging together, as part of a single
whole, if they are aligned with one another or appear to form a
continuation of one another
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Gestalt Principles of Visual Perception
Enclosure
We perceive objects as belonging together when they are
enclosed by anything that forms a visual border around them
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Gestalt Principles of Visual Perception
Connection
We perceive objects that are connected in some way, such as
a by a line, as part of the same group.
The perception of grouping produced by connection is stronger
than that produced by proximity or similarity (color, size, and
shape)
It is weaker only than that produced by enclosure
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Appendix C
Solutions
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Visual Perception
Who do you see?
Girl
Old lady
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Visual Perception
Memory
The number 5 appears six times in the following list
6853843134524384313643843513843
2143413813574381341384324381354
6879794567863431843763878341834
8138733138797984983138236798413
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Visual Perception
Colors
How many people are color-blind?
10% males
1% of females
Someone with normal
color vision see this
10% of males and 1% of
females see this
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Visual Perception
Preattentive Attributes - Form
Line Width
Can be used to encourage perception of one thing as
greater than, equal to, or less than another
But cannot perceive differences with any degree of precision
How much bigger is the larger
circle?
16
1
Which has the highest costs?
Costs
Revenue
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Bullet Graphs
Components of a Bullet Graph
Qualitative Ranges: Fill Color Design
Rating
Good
Poor
Good
Poor
Good
Poor
Good
Poor
Why?
Variable hue
Too vivid
Variable color intensity
Subtle colors
Variable hue
Variable color intensity
Subtle colors
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Appendix D
References
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References and Recommended Reading
Information Dashboard Design, The Effective Visual Communication of Data,
Stephen Few, O’Reilly, 2006
Show Me the Numbers, Designing Tables and Graphs to Enlighten, Stephen Few,
Analytics Press, 2004
Information Visualization, Perception for Design, Colin Ware, Morgan Kaufmann,
2nd Edition, 2004
Beautiful Evidence, Edward Tufte, Graphics Press LLC, 2006
Envisioning Information, Edward Tufte, Graphics Press LLC, 2005
The Visual Display of Quantitative Information, Edward Tufte, Graphics Press
LLC, 2nd Edition, 2006
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Dashboards without Barriers
Questions and Feedback
[email protected]
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