10 steps to data vizardry

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Zach Gemignani CEO + founder Juice Inc. [email protected] 10 Steps to Data Vizardry

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Page 1: 10 Steps to Data Vizardry

Zach GemignaniCEO + founderJuice [email protected]

10 Steps toData Vizardry

Page 2: 10 Steps to Data Vizardry

What is a Data Vizard?

How do I become one?

Page 3: 10 Steps to Data Vizardry

What is a Data Vizard?Someone with the ability to tell clear, compelling stories with data.

How do I become one?

Page 4: 10 Steps to Data Vizardry

What is a Data Vizard?Someone with the ability to tell clear, compelling stories with data.

How do I become one?By consistently applying a set of straightforward skills and principles

Page 5: 10 Steps to Data Vizardry

What level are you?

Page 6: 10 Steps to Data Vizardry

What level are you?

beginner

Page 7: 10 Steps to Data Vizardry

What level are you?

beginner intermediate

Page 8: 10 Steps to Data Vizardry

What level are you?

beginner intermediate advanced

Page 9: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN YOUR TOOLSLEARN FROM THE BEST

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN YOUR TOOLSLEARN FROM THE BESTDATA VIZARDS...

Page 10: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN YOUR TOOLSLEARN FROM THE BEST

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN YOUR TOOLSLEARN FROM THE BESTDATA VIZARDS...

Page 11: 10 Steps to Data Vizardry
Page 12: 10 Steps to Data Vizardry

what’s right

less

more

Page 13: 10 Steps to Data Vizardry

what’s right

less

more

what’s possiblestatus quo inspiring

Page 14: 10 Steps to Data Vizardry

what’s right

less

more

what’s possiblestatus quo inspiring

Jonathan Harris

New York TimesStephen Few

Page 15: 10 Steps to Data Vizardry

“eloquence through simplicity”

www.perceptualedge.com/blogStephen Few

Business Objects is a leading business intelligence vendor (based on sales), but its products consistently demonstrate that they don’t understand analytics and haven’t a clue about data visualization. A vendor that claims to be the best, which Business Objects unabashedly claims (just like every other major BI vendor), should be ashamed of selling such moronic products. Don’t reward them for irresponsible work—products that assume their customers are halfwits...

Page 17: 10 Steps to Data Vizardry

New York Times

Page 18: 10 Steps to Data Vizardry

New York Times

Page 19: 10 Steps to Data Vizardry

New York Times

Page 20: 10 Steps to Data Vizardry

New York Times

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New York Timeswww.smallmeans.com/new-york-times-infographics/

Page 22: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN YOUR TOOLSLEARN FROM THE BEST

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN YOUR TOOLSLEARN FROM THE BESTDATA VIZARDS...

Page 23: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN YOUR TOOLSLEARN FROM THE BEST

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN YOUR TOOLSLEARN FROM THE BESTDATA VIZARDS...

Page 24: 10 Steps to Data Vizardry

The more technique you have, the less you have to worry about it.

“”» Pablo Picasso

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I am always doing that which I cannot do, in order that I may learn how to do it.

“”» Pablo Picasso

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New York Times (Flash)

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Juice Analytics (Excel)

New York Times (Flash)

Page 28: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN YOUR TOOLS

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN FROM THE BESTDATA VIZARDS...

Page 29: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN YOUR TOOLS

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCELEARN FROM THE BESTDATA VIZARDS...

Page 30: 10 Steps to Data Vizardry

Chief Marketing OfficerMarketing Analyst

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Page 33: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCE

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETLEARN FROM THE BESTDATA VIZARDS...

Page 34: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETKNOW YOUR AUDIENCE

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMETLEARN FROM THE BESTDATA VIZARDS...

Page 36: 10 Steps to Data Vizardry

Data Gourmet Data Gourmand

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Data isn’t like your kids. You don’t have to pretend to love them equally.

“ ”» Amanda Cox, New York Times

Data Gourmet Data Gourmand

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Interesting < Useful < Actionable

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Interesting < Useful < Actionable

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Interesting < Useful < Actionable

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Interesting < Useful < Actionable

Page 43: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMET

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTLEARN FROM THE BESTDATA VIZARDS...

Page 44: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTBE A DATA GOURMET

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHARTLEARN FROM THE BESTDATA VIZARDS...

Page 45: 10 Steps to Data Vizardry

Question

Data parametersChart category

Mapping of data to chart elements

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How do my sales break down by visitor type?

Page 47: 10 Steps to Data Vizardry

How do my sales break down by visitor type?

value/metric

sales

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How do my sales break down by visitor type?

value/metric

sales

attribute/ dimension

visitor type

Page 49: 10 Steps to Data Vizardry

How do my sales break down by visitor type?

value/metric

sales

chart category

break down

attribute/ dimension

visitor type

Page 50: 10 Steps to Data Vizardry

How do my sales break down by visitor type?

value/metric

sales

chart category

break down

attribute/ dimension

visitor type

What is the trend in visitors across time?

Page 51: 10 Steps to Data Vizardry

How do my sales break down by visitor type?

value/metric

sales

chart category

break down

attribute/ dimension

visitor type

What is the trend in visitors across time?

visitors

Page 52: 10 Steps to Data Vizardry

How do my sales break down by visitor type?

value/metric

sales

chart category

break down

attribute/ dimension

visitor type

What is the trend in visitors across time?time

visitors

Page 53: 10 Steps to Data Vizardry

How do my sales break down by visitor type?

value/metric

sales

chart category

break down

attribute/ dimension

visitor type

What is the trend in visitors across time?time

visitorstrend

Page 54: 10 Steps to Data Vizardry

Chart categoriesDistribution

Comparison

Composition

Relationship

Trend

www.chartchooser.com

www.extremepresentation.com/design/charts/

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People perceive...

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People perceive...Accurately Length of a line

Position in 2D space

Semi-accurately AreaColor intensityRadial distancePosition in 3D space

Not accurately at all Odds of winning in Vegas

Page 57: 10 Steps to Data Vizardry

People perceive...Accurately Length of a line

Position in 2D space

Semi-accurately AreaColor intensityRadial distancePosition in 3D space

Not accurately at all Odds of winning in Vegas

Page 58: 10 Steps to Data Vizardry

People perceive...Accurately Length of a line

Position in 2D space

Semi-accurately AreaColor intensityRadial distancePosition in 3D space

Not accurately at all Odds of winning in Vegas

Page 59: 10 Steps to Data Vizardry
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Back Palin

Back Huckabee

Back Romney 60%

63%

70%

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Page 62: 10 Steps to Data Vizardry

IntelMicrosoftSamsung

MercuryZeus

ReebokAdidas

LGNike

AppleGoogle

Page 63: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHART

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSEARN FROM THE BESTDATA VIZARDS...

Page 64: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSCHOOSE THE RIGHT CHART

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICSEARN FROM THE BESTDATA VIZARDS...

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Good visualization techniques...

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easy to understand

solve common problems

reproducable

Good visualization techniques...

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small multiples

ffctn.com/a/expensevisualizer/

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treemap

www.juiceanalytics.com/demos/airline/

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unit chart

visualization.geblogs.com/visualization/health_visualizer/

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animated bubble chart

www.gapminder.org/world

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lava lamp chart

www.juiceanalytics.com/gallery/tv-top-earner/

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FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICS

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYRN FROM THE BESTDATA VIZARDS...

Page 77: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYGO BEYOND THE BASICS

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITYRN FROM THE BESTDATA VIZARDS...

Page 78: 10 Steps to Data Vizardry

A wealth of information creates a poverty of attention.

“”» Herbert Simon, Nobel

Laureate Economist

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Distracting graphical elements

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Distracting graphical elements

Complex, jargon-y labels

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Distracting graphical elements

Complex, jargon-y labels

Chart deciphering

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Distracting elements

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Distracting elements

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Distracting elements

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Fundamental rules of chart design

Reduce chartjunk(remove chart elements that are decorative or ornamental)

Increase data-ink ratio(make every pixel tell a story about your data)

Page 86: 10 Steps to Data Vizardry

Images courtesy of Tim Bray: http://www.tbray.org/ongoing/When/200x/2003/03/13/Data-Ink

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Reduce tablejunk

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Increase data-ink ratio

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FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITY

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERTHE BESTDATA VIZARDS...

Page 90: 10 Steps to Data Vizardry

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERACHIEVE SIMPLICITY

FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNERTHE BESTDATA VIZARDS...

Page 91: 10 Steps to Data Vizardry

looks matter

Page 92: 10 Steps to Data Vizardry

Data + Design

data junkies designers

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Color

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Color

Page 96: 10 Steps to Data Vizardry

WebTrends 10

restrained

meaningful

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Color schemes for data

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SequentialColors can be ordered from low to high

Low High

Color schemes for data

Page 99: 10 Steps to Data Vizardry

SequentialColors can be ordered from low to high

Low High

DivergingTwo sequential schemes extended out from a critical midpoint value

Low HighCritical midpoint

Color schemes for data

Page 100: 10 Steps to Data Vizardry

CategoricalLots of contrast between each adjacent color

SequentialColors can be ordered from low to high

Low High

DivergingTwo sequential schemes extended out from a critical midpoint value

Low HighCritical midpoint

colorbrewer2.org

Color schemes for data

Page 101: 10 Steps to Data Vizardry

Use contrast to support your message

0

20

40

60

80

North South East West

5870

4355

0

20

40

60

80

2007 2008 2009 2010

Region 1Region 2Region 3

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Use contrast to support your message

0

20

40

60

80

North South East West

5870

4355

0

20

40

60

80

2007 2008 2009 2010

0

20

40

60

80

North South East West

5870

4355

70

Region 1Region 2Region 3

Page 103: 10 Steps to Data Vizardry

Use contrast to support your message

0

20

40

60

80

North South East West

5870

4355

0

20

40

60

80

2007 2008 2009 2010

0

20

40

60

80

North South East West

5870

4355

70

Region 1Region 2Region 3

0

20

40

60

80

2007 2008 2009 2010

Region 1Region 2Region 3

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History of Medicine

Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam,

Fonts - Juice’s Simple Font Framework

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History of Medicine

Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam,

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History of Medicine

Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam,

Body TextClean readable text, 50-80% of your text will look like this.

•10-16pt•Arial or Georgia

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Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.

History of Medicine

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History of Medicine

Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam,

HeaderUse to separate and name sections

•150%-200% of body

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Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.

History of Medicine

Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam,

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Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.

History of Medicine

Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam,

NotesAdditional things a user should be aware of

•85% of body•Lower contrast

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Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.

History of Medicine

Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam,

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Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.

History of Medicine

Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam,

EmphasisDraw the eye to key points

•Same size as body•High-impact color/bold/italic

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History of Medicine

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FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNER

FORM FOLLOWS FUNCTIONTELL A STORYBESTDATA VIZARDS...

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FORM FOLLOWS FUNCTIONTELL A STORYACT LIKE A DESIGNER

FORM FOLLOWS FUNCTIONTELL A STORYBESTDATA VIZARDS...

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settingexpositioncharacterssequence

conflictresolution

scope of analysisbackgroundpoint of viewflowquestionsanswers

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Be a salesman

http://www.youtube.com/watch?feature=player_embedded&v=wVQPY4LlbJ4

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What does this tell me?

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Process

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Drill-down workflow

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FORM FOLLOWS FUNCTIONTELL A STORY

FORM FOLLOWS FUNCTIONDATA VIZARDS...

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FORM FOLLOWS FUNCTIONTELL A STORY

FORM FOLLOWS FUNCTIONDATA VIZARDS...

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form paper Excel online app e-mail large screen

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timeliness

aesthetic

mobility

connectivity

data detail

data density

interactivity

collaboration

functionform paper Excel online app e-mail large

screen

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timeliness

aesthetic

mobility

connectivity

data detail

data density

interactivity

collaboration

functionform paper Excel online app e-mail large

screen

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LEARN FROM THE BESTLEARN YOUR TOOLSKNOW YOUR AUDIENCEBE A DATA GOURMETCHOOSE THE RIGHT CHARTGO BEYOND THE BASICSACHIEVE SIMPLICITYACT LIKE A DESIGNERTELL A STORYFORM FOLLOWS FUNCTION

Page 131: 10 Steps to Data Vizardry

List of resourcesSkill Resources

Learn from the bestwww.smallmeans.com/new-york-times-infographics/www.perceptualedge.com/bloginfographics.alltop.com

Learn your tools www.juiceanalytics.com/writing/excel-training-worksheet/

Know your audience

Be a data gourmet www.juiceanalytics.com/writing/being-a-data-gourmet/

Choose the right chartwww.chartchooser.comwww.extremepresentation.com/design/charts/www.juiceanalytics.com/writing/chart-selection-art-and-science/

Go beyond the basics A Tour of the Visualization Zoo (queue.acm.org/detail.cfm?id=1805128)

Achieve simplicity Edward Tufte Q&A (www.edwardtufte.com/bboard/q-and-a?topic_id=1)

Act like a designer colorbrewer2.orgwww.juiceanalytics.com/writing/simple-font-framework/

Tell a story www.duarte.com/books/resonate/www/

Form follow function

Page 132: 10 Steps to Data Vizardry

we craft applications that make using data enjoyable and rewarding