data visualization tips and concepts
DESCRIPTION
Presentation from the September 2010 Columbus Web Analytics Wednesday. The presenter was Tim Wilson of Resource Interactive. Download the presentation (PPT 2007) for notes embedded in the slides and some useful animations.TRANSCRIPT
COPYRIGHT 2010 RESOURCE INTERACTIVE. PROPRIETARY AND CONFIDENTIAL.
Data Visualization and Dashboard Design
Columbus Web Analytics WednesdaySeptember 22, 2010
Presented by Tim [email protected]
2
Beautiful!
2,345
5,262
2,152
3,442
4,424
5,672
5,262
2,152
3,442
4,424
5,672
2,345
3,442
4,424
5,672
2,345
5,262
2,152
Artist Analyst
3
Stephen Few Edward Tufte
The Single Most UsefulData Visualization Concept
Data-Pixel Ratio*=
No. of non-white pixels devoted to data
Total non-white pixels
* Term coined by Stephen Few as a derivation of Edward Tufte’s “data-ink ratio”
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Data-Pixel Ratio*=
No. of non-white pixels devoted to data
Total non-white pixels
* Term coined by Stephen Few as a derivation of Edward Tufte’s “data-ink ratio”
5
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Adds no value
Tough to read at an angle
Overkill on the size
Redundant info(in this case)
Calibri is a hideous font (IMHO)
Redundant
Heavier than needed
7
8
X X X XX X X XX X XX XX X X
X X X
X
X X
9
Slightly over $150,000
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Slightly over $150,000… but you have to work to figure that out
…and needlessly decreases the data-pixel ratio
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I defy the laws of light!
…and needlessly decreases the data-pixel ratio
12
Leave 3D to the Movies
Source: Image captured from recovery.gov (long since removed, thankfully)
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~10%of men in the U.S. have
some form of color blindness
(and a form of red-green color blindness accounts for over half of these)
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On Screen and Color Printout
Black-and-White Printout
Red = Green
15
16
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Pie Charts = EVIL!
• Rainbows Are Good in Princess Tales — Not in Data Visualization
• Labels, Labels, Labels
• Those Pesky Near-Zero Values
• Seeing Small Differences… and 1D vs. 2D Perception
• Economy (of Space) Is a Virtue
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Source: http://www.math.yorku.ca/SCS/Gallery/
…the sum of the parts must be 100%
If you must use a pie chart…
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Source: Laszlo Thoth, http://tongodeon.livejournal.com/583338.html
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Mis…LEADDD…ing!!!
COPYRIGHT 2010 RESOURCE INTERACTIVE. PROPRIETARY AND CONFIDENTIAL.
Some Thoughts On Dashboards
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Iconic Memory (The “visual sensory register”)
Preattentive processing of information
Short-term Memory(a.k.a. working memory)
Limited to 3 to 9 chunks of visual information
Long-term Memory
Source: Information Dashboard Design by Stephen Few and Brain Rules by John J. Medina
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Dashboards: Less is More
• Aim for a single page/screen:
• The human struggles to process/compare data that is not in its field of vision (short-term memory limitations)
• Should provide “at a glance” information – it’s got to be efficient to consume if you expect people to use it
• Measures included must be tied to objectives and should be organized as such
• All web analytics vendors have pretty crappy built-in dashboards
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Source: http://www.microstrategy.com/DashboardGallery/Dashboards/InteractiveSalesOverview.asp
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Sparklines
• “Historical precision” often not necessary
• Still effectively enables spotting trends, spikes, and dips
• Economical use of space…which means more metrics can be digested/compared at once
Engagement - Increase the number of actively & positively engaged consumers
4-Month Month Prior MthPast 6 Months Trend Total Change
179%
Unsubscribes (posts hidden)
-14%
277%
Likes (Content)
Wall Posts
Comments
243
598
2,499 44%
1,355
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Impressions are down 85% from a
year ago
Email opens and clickthroughs are
droppingDatabase growth
is declining
28
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Awareness - Increase brand aw areness Advocacy - Increase the number of actively & positively engaged consumers
4-Week Week Prior WkPast 6 Weeks Trend Total Change
Acquisition - Grow the base of marketable consumers
Total Fans:
Net Increase Over Prior Week: -840
4-Week Week Prior Wk Trial - Increase the number of consumers w ho have been activated by the brand
Past 6 Weeks Trend Total Change
Actual Target Increasing > 15% Trending between -15.0% & 15% Decreasing below -15.0%
<brand> Facebook Page DashboardReport Period Ending August 14, 2010
8%
Shares
66%
-47%
Likes (Overall)
Wall Posts
Comments
173,107
13
245
1,556 114%
316
Facebook Page Traffic
Referrals from facebook.com
-89%
56 -2%
-10%
2
114901
Unique Page Views of Facebook Page 787
New visitor visits from facebook.com
-16%
0%
<brand> .com Referrals
Photo Views
364New Fans 61 -92%
Removed Fans (Unlikes) 5%
Video Plays
125136
157174 174 173
0
30
60
90
120
150
180
210
4-Jul 11-Jul 18-Jul 25-Jul 1-Aug 8-Aug
To
tal
Fan
s (0
00s)
-5
-3
-1
1
3
5
0
500
1,000
1,500
2,000
4-Jul 11-Jul 18-Jul 25-Jul 1-Aug 8-Aug
Total Interactions Sentiment Score
<brand>
30
Further Reading
• Information Dashboard Design by Stephen Few
• Brain Rules by John J. Medina
• Blogs:
• Peltier Tech Blog (http://peltiertech.com/WordPress/)
• Presentation Zen by Garr Reynolds (http://www.presentationzen.com/)
• Flowing Data by Nathan Yau (http://flowingdata.com/)