The best analysis in the world is ineffective without successful communication of the results. This session delivers practical data visualisation tips, that any analyst can use (regardless of tool!)
[Presentation from the Observe Point Virtual Summit.]
13. @michelejkiss
“Why should we be interested in visualization?
Because the human visual system is a pattern
seeker of enormous power and subtlety…
However, the visual system has its own rules.
We can easily see patterns presented in
certain ways, but if they are presented in other
ways, they become invisible.
Following perception-based rules, we can
present our data in such a way that the
important and informative patterns stand out.
If we disobey the rules, our data will be
incomprehensible or misleading.” - Colin Ware
14. @michelejkiss
“Why should we be interested in visualization?
Because the human visual system is a pattern seeker of
enormous power and subtlety… However, the visual system
has its own rules.
We can easily see patterns presented in
certain ways, but if they are presented in other ways, they
become invisible.
Following perception-based rules, we can present our data in
such a way that the important and informative
patterns stand out.
If we disobey the rules, our data will be incomprehensible or
misleading.” - Colin Ware
16. @michelejkiss
This is not about art.This is not about art.
IT’S ABOUT NEUROSCIENCE.IT’S ABOUT NEUROSCIENCE.
17. @michelejkiss
Optimizing the Memory funnel
Short-Term Memory
3-9 “Chunks” of
Visual Info
Long-Term Memory
Iconic Memory
(Visual Sensory Register)
18. @michelejkiss
Optimizing the Memory funnel
Iconic Memory
(Visual Sensory Register)
PRE-attentive processing
We process, without conscious
thought. Things stand out,
objects get grouped together.
19. @michelejkiss
Optimizing the Memory funnel
Short-Term Memory
3-9 “Chunks” of
Visual Info
Iconic Memory
(Visual Sensory Register)
Very limited capacity
Information discarded if not
considered useful
Aim to fit more into each “chunk”
20. @michelejkiss
Optimizing the Memory funnel
Short-Term Memory
3-9 “Chunks” of
Visual Info
Long-Term Memory
Iconic Memory
(Visual Sensory Register)
Goal: Retain meaningful
information (not precise
details)
38. @michelejkiss
Making Numbers More Friendly
Always right-align
Operating
System Visits
Android 2,319
iOS 726
Linux 236
RIM 1,289
Symbian 298
Unknown 955,049
Windows 145
Operating
System Visits
Android 2,319
iOS 726
Linux 236
RIM 1,289
Symbian 298
Unknown 955,049
Windows 145
39. @michelejkiss
Making Numbers More Friendly
Always right-align
Operating
System Visits
Android 2,319
iOS 726
Linux 236
RIM 1,289
Symbian 298
Unknown 955,049
Windows 145
Allows your data to
form a “quasi”
bar chart!
73. @michelejkiss
Bar/Column To Emphasize Differences
0
500
1,000
1,500
2,000
2,500
3,000
3,500
4,000
Russia Portugal Germany France UK USA
0 500 1,000 1,500 2,000 2,500 3,000 3,500 4,000
Portugal
Germany
Russia
UK
France
USA
78. @michelejkiss
#6: Choose the Appropriate Chart
Extreme Presentation: Choosing A Good Chart
Anne Kemery: Chart Chooser
Juice Analytics: Chart Chooser
80. @michelejkiss
#7: Don’t Mix Chart Types For No Reason
Two metrics shouldn’t be put together just to
“fit them on a chart”
Putting them on a chart together
should tell a story or
reveal insights
that separating them does not.
81. @michelejkiss
#7: Don’t Mix Chart Types For No Reason
Why did I mix series types?
Showing they trend similarly.
89. @michelejkiss
#8: Don’t Use Axes To Mislead
Most truthful: Start at zero
If you need to show (not inflate)
differences, consider a “second view”
0%
2%
4%
6%
8%
10%
12%
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct
Nov
8.0%
8.2%
8.4%
8.6%
8.8%
9.0%
9.2%
9.4%
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov
96. @michelejkiss
#9: Never Rely Solely on Colour
Doesn’t mean no red/green
(It’s an easily understood colour scheme)
Just make sure it’s understood by
black+white and colour-blind
97. @michelejkiss
#9: Never Rely Solely on Colour
(And be aware of cultural differences)
red Mourning (South Africa)
Celebration (China)
yellow
Cheery, warm (USA)
Betrayal (France)
Pornography (China)
Rank/Wealth (Africa, Japan)
blue
Sadness “the blues” (USA)
Safety/Protection (Middle East)
Holiness (Judaism)
green
Nature/Environment (USA)
Good luck (Ireland)
Death (South America)
105. @michelejkiss
#11: This Applies to Dashboards, too!
DASHBOARDS should follow
all the basic data visualization rules…
…Plus one important rule
106. @michelejkiss
Visual display
of the
most important information
needed to achieve objectives,
which fits
entirely on one screen
so it can be
monitored at a glance.
– Stephen Few
What is a Dashboard?
107. @michelejkiss
Why One Page?
Short-Term Memory
3-9 “Chunks” of
Visual Info
Long-Term Memory
Iconic Memory
(Visual Sensory Register)
Don’t overestimate this
system! Work with
people’s natural ability