andy kirk talk at big data world europe, september 2012

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Understanding learning in order to implement efficient visualisation methods Andy Kirk www.visualisingdata.com @visualisingdata

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Page 1: Andy Kirk talk at Big Data World Europe, September 2012

Understanding learning in order to implement

efficient visualisation methods

Andy Kirkwww.visualisingdata.com

@visualisingdata

Page 2: Andy Kirk talk at Big Data World Europe, September 2012

The stuff you need to learn to do data visualisation well

Andy Kirkwww.visualisingdata.com

@visualisingdata

Page 3: Andy Kirk talk at Big Data World Europe, September 2012

Hebden Bridge

Page 4: Andy Kirk talk at Big Data World Europe, September 2012

Data Visualisation Blogger

Page 5: Andy Kirk talk at Big Data World Europe, September 2012

Data Visualisation Design Consultant

Page 6: Andy Kirk talk at Big Data World Europe, September 2012

Data Visualisation Trainer

Page 7: Andy Kirk talk at Big Data World Europe, September 2012

Data Visualisation Speaker

Page 8: Andy Kirk talk at Big Data World Europe, September 2012

Data Visualisation Speaker

Page 9: Andy Kirk talk at Big Data World Europe, September 2012

Data Visualisation Author

Page 10: Andy Kirk talk at Big Data World Europe, September 2012

What you need to learnWhy you need to learn it

How to learn it

What are we covering?

Page 11: Andy Kirk talk at Big Data World Europe, September 2012

http://image.yaymicro.com/rz_1210x1210/0/5d9/pile-of-bricks-5d9ac1.jpg

Page 12: Andy Kirk talk at Big Data World Europe, September 2012

http://yourcolorcoach.files.wordpress.com/2010/11/img_7704.jpg

Page 13: Andy Kirk talk at Big Data World Europe, September 2012

First, some eye candy

Page 14: Andy Kirk talk at Big Data World Europe, September 2012
Page 15: Andy Kirk talk at Big Data World Europe, September 2012

http://oecdbetterlifeindex.org/countries/united-kingdom/

OECD Better Life Index | Moritz Stefaner

Page 16: Andy Kirk talk at Big Data World Europe, September 2012

http://derekwatkins.wordpress.com/2011/08/06/posted/

The Expansion of Post Offices Across the US | Derek Watkins

Page 17: Andy Kirk talk at Big Data World Europe, September 2012

http://www.chrisjordan.com/gallery/rtn2/#gyre2

Running the Numbers II: Portraits of global mass culture | Chris Jordan

Page 18: Andy Kirk talk at Big Data World Europe, September 2012

http://www.flickr.com/photos/visualizeyahoo/sets/72157629000570607/

Yahoo! C.O.R.E Data Visualization | Periscopic

Page 19: Andy Kirk talk at Big Data World Europe, September 2012

http://hint.fm/wind/

Wind Map | Fernanda Viegas and Martin Wattenberg

Page 20: Andy Kirk talk at Big Data World Europe, September 2012

The popular emergence of

data visualisation

Page 21: Andy Kirk talk at Big Data World Europe, September 2012

http://www.google.com/insights/search/#q=%22Big%20Data%22%2CInfographics&date=6%2F2007%2058m&cmpt=q

PopularityGoogle Insights: Keyword Infographic

Page 22: Andy Kirk talk at Big Data World Europe, September 2012

#1: DataPeriscopic: Yahoo! Mail Data Visualization

http://www.flickr.com/photos/visualizeyahoo/sets/72157627722660160/with/6235510547/

Page 23: Andy Kirk talk at Big Data World Europe, September 2012

We are overwhelmed by data, not because there is too

much, but because we don't know

how to tame it.

[Paraphrasing] Stephen Few, perceptualedge.com

What’s missing?

Page 24: Andy Kirk talk at Big Data World Europe, September 2012

http://eyeofestival.com/

#2: TechnologyThe ‘eyeo’ Festival (2011-2012)

Page 25: Andy Kirk talk at Big Data World Europe, September 2012

Doing data visualisation well is

less a technology problem, more a people problem.Paraphrasing Aron Pilhofer, New York Times

What’s missing?

Page 26: Andy Kirk talk at Big Data World Europe, September 2012

#3: ExposureHans Rosling: TEDTalks “Myths about the developing world“

(2006)

http://www.ted.com/talks/hans_rosling_shows_the_best_stats_you_ve_ever_seen.html

Page 27: Andy Kirk talk at Big Data World Europe, September 2012

The skills required for most effectively displaying

information are not intuitive and rely largely on

principles that must be learned.

Stephen Few, ‘Show Me the Numbers’

What’s missing?

Page 28: Andy Kirk talk at Big Data World Europe, September 2012

Heuristics vs. Principles

Should/could vs. Must

What’s missing?

Page 29: Andy Kirk talk at Big Data World Europe, September 2012
Page 30: Andy Kirk talk at Big Data World Europe, September 2012
Page 31: Andy Kirk talk at Big Data World Europe, September 2012

The representation and presentation of data that

exploitsour visual perception

abilities in order to amplify cognition

What is data visualisation?

Page 32: Andy Kirk talk at Big Data World Europe, September 2012

http://upload.wikimedia.org/wikipedia/commons/thumb/0/04/Human_Brain_sketch_with_eyes_and_cerebrellum.svg/1000px-Human_Brain_sketch_with_eyes_and_cerebrellum.svg.png

Visual Cortex

Seeing

Cerebral Cortex

Thinking

Page 33: Andy Kirk talk at Big Data World Europe, September 2012

Messenger Encode DecodeMessage Receiver

Inspiration Insight

Understanding

Persuasion

Ideas DiscoveriesComplexiti

esResults

Page 34: Andy Kirk talk at Big Data World Europe, September 2012

Skills and Knowledge

Page 35: Andy Kirk talk at Big Data World Europe, September 2012

Multi-disciplinary: Art & Science

Page 36: Andy Kirk talk at Big Data World Europe, September 2012

Images from http://psychology.about.com/od/sensationandperception/ss/gestaltlaws.htm

Cognitive Science: Gestalt Laws

Page 37: Andy Kirk talk at Big Data World Europe, September 2012

Cognitive Science: Gestalt Laws

http://www.mirror.co.uk/sport/football/euro-2012-where-italy-will-place-their-penalties-907506

Page 38: Andy Kirk talk at Big Data World Europe, September 2012

http://en.wikipedia.org/wiki/Ebbinghaus_illusion

Cognitive Science: Illusions

Page 39: Andy Kirk talk at Big Data World Europe, September 2012

http://www.leancrew.com/all-this/2011/11/i-hate-stacked-area-charts/

Cognitive Science: Illusions

Page 40: Andy Kirk talk at Big Data World Europe, September 2012

Visible pixels on left graph: blue = 82% pink =18%

Visible pixels on right graph: blue = 91% pink = 9%

Office for National Statistics: Presentation by Alan Smith, “The Curious Incident of Kevins in Zurich…and other stories”

Cognitive Science: Deceptions

Page 41: Andy Kirk talk at Big Data World Europe, September 2012

$0.8M out of $7.5M = 10.7%Length of presented bar progress = 24.6%

Cognitive Science: Deceptions

https://donate.wikimedia.org.uk/

Page 42: Andy Kirk talk at Big Data World Europe, September 2012

http://www.visualisingdata.com/index.php/2011/09/distorted-and-misleading-graphics-on-sky-sports/

Cognitive Science: Deceptions

Page 43: Andy Kirk talk at Big Data World Europe, September 2012

http://driven-by-data.net/about/chromajs/#/0 | http://colorbrewer2.org/ | http://www.amazon.co.uk/Visual-Thinking-Kaufmann-Interactive-Technologies/dp/0123708966

Cognitive Science: Colour theory

Page 44: Andy Kirk talk at Big Data World Europe, September 2012

Cognitive Science: Visual Variables

Colour

Length

Blur/Focus

Radius/DiameterSlope

Luminance

Height

Orientation

Area

Angle

Curvature/Arc

Volume

Motion

Texture

Transparency

Shape

Glyph

Position

Label

Saturation

Size

Speed

Direction

Flow

Page 45: Andy Kirk talk at Big Data World Europe, September 2012

Original – J. D. MacKinlay, ‘Automating the design of graphical presentations of relational information’, 1986 | Redesign - Joe Parry

Cognitive Science: Visual Variables

Page 46: Andy Kirk talk at Big Data World Europe, September 2012

Analytical/Pragmatic

Abstract/Emotive

Exp

lan

ato

ryExp

lora

tory

Design: Visualisation Context

Page 48: Andy Kirk talk at Big Data World Europe, September 2012

Design: Typography

http://www.visualisingdata.com/index.php/2012/07/improving-my-knowledge-on-typography-in-data-visualisation/

Page 49: Andy Kirk talk at Big Data World Europe, September 2012

Design: Instinct

http://graphics-info.blogspot.hk/2012/09/malofiej-20-look-at-our-participation.html

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http://moritz.stefaner.eu/projects/musli-ingredient-network/

Chose the chord diagram over the possibly more revealing matrix design because the matrix doesn't look “tasty” and “muesli

shouldn't look like fungi”

Design: Instinct

Page 51: Andy Kirk talk at Big Data World Europe, September 2012

http://collider.com/wp-content/uploads/WarGames-Sheedy-and-Broderick-on-computer.jpg

Computers: Software/Programming

Page 52: Andy Kirk talk at Big Data World Europe, September 2012

Computers: HCI/UX

http://max-planck-research-networks.net/

Page 53: Andy Kirk talk at Big Data World Europe, September 2012

Computers: Digital Cartography

http://www.nasa.gov/topics/earth/features/perpetual-ocean.html

Page 54: Andy Kirk talk at Big Data World Europe, September 2012

Data: Databases, Wrangling

http://datamarket.com/ | http://www.flickr.com/photos/visualizeyahoo/sets/72157627722660160/with/6235510547/ | http://code.google.com/p/google-refine/

Page 55: Andy Kirk talk at Big Data World Europe, September 2012

Data: Maths & Statistical Analysis

http://www.getstats.org.uk/ | http://kartograph.org/

Page 56: Andy Kirk talk at Big Data World Europe, September 2012

How to learn and where from?

Page 57: Andy Kirk talk at Big Data World Europe, September 2012

Practice, practice, practice – experience is the key

Seek potential projects – paid, curiosity, contests

Learn about yourself – take notes, self critique

Technical skills – push yourself out of comfort zone

Evaluate others – silently or provide reviews

Publish yourself – encourage and digest peer critique

Craft

Page 58: Andy Kirk talk at Big Data World Europe, September 2012

Online content – immerse yourself in the community

Books – so many invaluable references and inspirations

Academia – papers, journals

Conferences – within the field and around it

Training/education – look for good training provider…

Theory

Page 59: Andy Kirk talk at Big Data World Europe, September 2012

The 8 Hats of Data Visualisation

Initiator Journalist CommunicatorProject

Manager

DesignCognitive Science

ComputerScience

DataScience

Page 60: Andy Kirk talk at Big Data World Europe, September 2012

Initiator = Legs

Designer = Eye

Data Scientist = Back

Journalist = Nose

Cognitive Scientist = Mind

Project Manager = Torso

Communicator = Mouth & Ears

Computer Scientist = Hands

Page 61: Andy Kirk talk at Big Data World Europe, September 2012

[email protected]

m@visualisingdata