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November 6-9, Seattle, WA Bad Reports: Fixing Their Mistakes Roger Noble Consultant LobsterPot Solutions
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My bad report NSW Police report Just an example, not really from the NSW Police Dept. (source data.gov.au)data.gov.au Report is used to: Track incident response times Incident rates across divisions Incident rates by offence 2 BID-210
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November 6-9, Seattle, WA Bad Report Demo 3
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First Some Theory What are we trying to communicate? Remove non-data pixels and chartjunk Increase data density Use colour sparingly 4 BID-210
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Data ink and non-data ink 5 BID-210
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Chartjunk 6 = 38.7% BID-210
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Colour 7 BID-210
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Data-Ink Ratio 8 BID-210 Ink used to present the data Total ink used
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Process for continual improvement 9 1.Identify non-data pixels a.Can it be removed? b.Can it be deemphasised? 2.Identify data pixels a.Is it meaningful? b.Can it be emphasised? 3.Repeat BID-210
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November 6-9, Seattle, WA Let’s fix it! Demo 10
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Charts 11 BID-210
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Charts 12 BID-210
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Charts 13 BID-210
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Data types 14 Dimensions NominalLocation OrdinalDays of week IntervalTime Measures AdditiveSales amount Non-additiveTemperature BID-210
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Data types - Charting 15 Dimensions Measures Nominal Ordinal Interval Additive Non-additive Measures Additive Non-additive BID-210
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Charting – Line vs Bar 16 BID-210 Nominal
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Charting – Line vs Bar 17 BID-210 Nominal
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Charting – Line vs Bar 18 BID-210 Interval
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Charting – Line vs Bar 19 BID-210 Interval
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November 6-9, Seattle, WA Let’s fix it! Demo 20
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Tables 21 BID-210
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Tables Remove unnecessary colour and gridlines 22 BID-210
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Tables Remove gridlines and unnecessary colour 23 BID-210
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Tables Add lines and emphasis where necessary 24 BID-210
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Tables Add white space to aid with reading 25 BID-210
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Tables Add white space to aid with reading White space allows the eye to easily scan down columns and across rows 26 BID-210
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Indicators Be optimistic add indications only for exceptions 27 BID-210
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Indicators Be optimistic add indications only for exceptions 28 BID-210
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November 6-9, Seattle, WA Let’s fix it! Demo 29
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Problems with Pie charts Requires mental conversion from size/angle to percentage. Works well when values are close to 25% and 50% (90 o and 180 o ) 30 BID-210
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Problems with Pie charts Distortion from perspective Slices that are closer appear larger than they are 31 BID-210
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Problems with Pie charts Actual values can be listed in a smaller space (higher data-ink ratio) 32 = 1.32% (40) 2.24% (30) 3.20% (25) 4.24% (30) BID-210
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Problems with Pie charts Patterns are harder to perceive 33 BID-210 VS
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Area based charts Area is difficult to quantify Bubbles must be sized by area not diameter (or radius or circumference) 34 Incorrect Sized by diameter Correct Sized by area BID-210 N2N
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What else is bad? 35 Size can be perceived differently based on surroundings BID-210
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November 6-9, Seattle, WA Let’s fix it! Demo 36
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Summary 37 Identify key information Improve the data-ink ratio (remove chartjunk) Use whitespace to aid in scanning rows and columns Be optimistic with indicators Only use area based charts when accuracy isn’t important BID-210
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Recommended Reading 38 Edward Tufte Steven Few Also: William S. Cleveland, Colin Ware, Nathan Yau and Benjamin Willers BID-210
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November 6-9, Seattle, WA 39 Thank you for attending this session and the 2012 PASS Summit in Seattle
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