Содержание
- 2. Introduction How do we visualize data? Chart Types Best Practices – What to avoid, what to
- 3. 1. INTRODUCTION VISUAL STORYTELLING &DATA VISUALIZATION BEST PRACTICES
- 4. WHY DO WE NEED THIS COURSE? „ Stephen Few
- 5. WHAT WILL YOU LEARN?
- 6. WHAT TO CONSIDER WHEN VISUALIZING DATA Who is the audience? What is the message? Is a
- 7. FLOW OF DATA VISUALIZATION HOW WE DO IT? Business Questions Data Preparation Share Insights Select Visuals/Tools
- 8. 2. HOW DO WE VISUALIZE DATA? VISUAL STORYTELLING &DATA VISUALIZATION BEST PRACTICES
- 9. HOW DO WE VISUALIZE DATA? THE NEXT PART IS ABOUT INTUITION. Try to think about the
- 10. HOW DO WE VISUALIZE DATA? This is a way of representing data. In fact, a pretty
- 11. HOW DO WE VISUALIZE DATA? ...but I am just showing you a fraction of it for
- 12. HOW DO WE VISUALIZE DATA? So are there any problems with this type of data representation?
- 13. Or this one? Which one is better? HOW DO WE VISUALIZE DATA?
- 14. WHICH ONE IS BETTER? As said, tables are pretty good... ...for their limited role. These types
- 15. CONCLUSION As we see, the same data can be visualized in many different ways. Therefore, when
- 16. 3. CHART TYPES VISUAL STORYTELLING &DATA VISUALIZATION BEST PRACTICES
- 18. LINE CHART Is best for: Demonstrating trends Categorical values for a longer period of time Representing
- 19. BAR CHART Best for representing individual values graphically Vertical is best for Chronological data Negative values
- 20. BAR CHART Stacked is best for: Comparing multiple part-to-whole relatonships Emphasis is on the sums of
- 21. COMBINATION CHART Is best for: Comparing trends for different types of values Actual vs. Target Spotting
- 22. DATA TABLE Is best for: Comparing precise data Presenting background details Where exact values are important,
- 23. BUBBLE CHART / SCATTER PLOT Is best for: Comparing more than 2 values Presenting ranking and
- 24. PIE CHART Is best for: Part-to-whole comparison for small data set Presenting values on maps Tips
- 25. AREA CHART Is best for: Simple comparison of quantitative progression over time Stacked part-to-whole relationship 100%
- 26. TREEMAP Is best for: Presenting catalog with further drill down Showing distributions per different categories: sub-categories,
- 27. BOX PLOT Is best for: Showing several simultaneous comparisons Showing the location and degree of dispersion
- 28. MAPS Is best for: Representing data on geographical levels Selecting specific countries for further market drill
- 29. 4. CHECKLIST FOR GOOD VISUALIZATION VISUAL STORYTELLING &DATA VISUALIZATION BEST PRACTICES
- 30. GUIDELINES Clearly indicates how the values relate to one another (part-to whole, etc.) Represents the quantities
- 31. GUIDELINES Notice that the list can be divided to two main parts. ---SPEND A FEW SECONDS
- 32. GUIDELINES This concludes that we have two main, general goals when dealing with data visualization. How
- 33. GUIDELINES
- 34. AVOID MISLEADING VISUALIZATIONS
- 35. AVOID MISLEADING VISUALS AVOID MISLEADING VISUALS Exercise: Can You identify the metro lines? It could be
- 36. AVOID MISLEADING VISUALS SOLUTION: Even a ‘busy chart’ can be understandable with smart coloring, consistent structuring
- 37. AVOIDING MISLEADING VISUALS AVOIDING MISLEADING VISUALS – 3D Why to avoid them? See the next slide
- 38. AVOIDING MISLEADING VISUALS AVOIDING MISLEADING VISUALS – 3D „Represents data accurately” Representation: Length Distance Area Angle
- 39. AVOIDING MISLEADING VISUALS – 3D HERE’S AN EXAMPLE. WHAT’S THE PROBLEM WITH THIS CHART? Angle distortion!
- 40. AVOIDING MISLEADING VISUALS – 3D ...Unless you want distortion. You may have seen this image. This
- 41. AVOIDING MISLEADING VISUALS – BAR CHART AVOIDING MISLEADING VISUALS – BAR CHART Let’s take a look
- 42. AVOIDING MISLEADING VISUALS – BAR CHART ...and if we extend to zero?
- 43. AVOIDING MISLEADING VISUALS – BAR CHART So if we check our list, this does not perform
- 44. AVOIDING MISLEADING VISUALS – AREA CHARTS How do Product B (orange) perform over time? Curious if
- 45. If not, here’s the trick: AVOIDING MISLEADING VISUALS – AREA CHARTS
- 46. We perceive this We plot this See? Our perception simply works this way. AVOIDING MISLEADING VISUALS
- 47. No, still not optimal... AVOIDING MISLEADING VISUALS – AREA CHARTS
- 48. Consider that „Product B” share is not shrinking as the area chart suggested. In fact, it
- 49. ☺ How the values relate ☹ Quantities accurately ☹ Compare the quantities ☺ Ranked order ?
- 50. 1 2 3 r ≈ value AVOIDING MISLEADING VISUALS – SCATTER PLOT MARKERS In any type
- 51. 1 2 3 A ≈ value r2π ≈ value r ≈ sqrt(value) AVOIDING MISLEADING VISUALS –
- 52. 1 2 3 1 1 1 AVOIDING MISLEADING VISUALS – SCATTER PLOT MARKERS See that when
- 53. 1 2 3 1 1 1 AVOIDING MISLEADING VISUALS – SCATTER PLOT MARKERS Much better, right?
- 54. IMPROVE EASE OF UNDERSTANDING THE FUNDAMENTAL PRINCIPLES
- 55. IMPROVE EASE OF UNDERSTANDING – VISUAL HIERARCHY The system should always keep users informed about what
- 56. IMPROVE EASE OF UNDERSTANDING – VISUAL HIERARCHY Based on The Jeffrey Veen Model ‘Where I am?’
- 57. IMPROVE EASE OF UNDERSTANDING – DIRECT LABELING Our previous chart...
- 58. Product A Product C Product B IMPROVE EASE OF UNDERSTANDING – DIRECT LABELING With direct labels.
- 59. DATA-INK RATIO: Try to improve it Remove everything unnecessary Wisely use ink of necessary elements Improve
- 60. IMPROVE EASE OF UNDERSTANDING – DATA-INK RATIO You will get the concept in a moment. See
- 61. IMPROVE EASE OF UNDERSTANDING – DATA-INK RATIO This. This is the part of the chart that
- 62. IMPROVE EASE OF UNDERSTANDING – DATA-INK RATIO Let’s start by removing every ink that’s not necessary.
- 63. IMPROVE EASE OF UNDERSTANDING – COLORS Use soft colors Use intense colors only to draw attention
- 64. IMPROVE EASE OF UNDERSTANDING – COLORS SOMETHING TO KEEP IN MIND Color blindness (in some form)
- 65. IMPROVE EASE OF UNDERSTANDING – TITLES See this. Tell your users why they should be interested.
- 66. IMPROVE EASE OF UNDERSTANDING – TITLES Getting there. You can even „abuse it”, so, again, use
- 67. IMPROVE EASE OF UNDERSTANDING – TITLES This is not good. Why? Because you are suggesting something
- 68. IMPROVE EASE OF UNDERSTANDING – TITLES Totally different story. By the way, this statement is obviously
- 69. IMPROVE EASE OF UNDERSTANDING – CHART JUNK Everything that is not necessary „Let’s make it more
- 70. 5. UX & UI VISUAL STORYTELLING &DATA VISUALIZATION BEST PRACTICES
- 71. UNDERSTANDING UI ELEMENTS & PRINCIPLES Know your audience The essence of interface The MAYA principle Input
- 72. KNOW YOUR AUDIENCE START WITH THE WHY BEHIND THE HOW PERSONAS ARE FICTIONAL REPRESENTATIONS OF YOUR
- 73. THE ESSENCE OF INTERFACE Don’t look at interface as just screens and buttons, But rather as
- 74. The MAYA Principle Your goal when designing the UI of an analysis is to create the
- 75. UNDERSTANDING VISUAL ELEMENTS OF UI Contrast Color Theory Color Schemes Typography
- 76. GESTALT PRINCIPLES „Gestalt is a psychology term which means "unified whole". It refers to theories of
- 77. LAYOUT
- 78. LAYOUT – KEY PRINCIPLES LOGICAL EFFICIENT INFORMATIVE USER CENTERED DESIGN
- 79. CREATING VISUAL ORGANIZATION Scanning patterns Contrast: Generating interest Color, size and space Know your auidence
- 80. SCANNING PATTERNS – F-PATTERN Common scanning pattern for text heavy content. Users will rarely read every
- 81. SCANNING PATTERNS – Z-PATTERN Common scanning pattern for pages that are not centered on text. User
- 82. CONTRAST: GENERATING INTEREST Contrast is the occurance of two different elements positioned close together. Altennating between
- 83. COLOR, SIZE AND SPACE I. Colors Bright colors stand out from muted colors Certain colors can
- 84. INPUT CONTROLS Without interaction, an interface would just be a ’face’. Users want more options, but
- 85. NAVIGATION It’s hard to appreciate an analysis if you are lost, which is why having navigation
- 86. ANIMATIONS WHY? 1. The eye is drawn to movement An animated icon will signal a change
- 87. GUIDED ACTIONS Guided actions can be used by emphasizing key functions, controls and buttons. At EPAM
- 88. CONTRAST I. Light vs Dark Darker colors for pushed buttons, because it adds depth II. Color
- 89. COLOR THEORY Color theory is a science of its own. Just tweaking the saturation can completely
- 90. COLOR SCHEMES Triadic – the most basic and balanced structure HOW: on the 12-step color wheel
- 91. TYPOGRAPHY Measure the Measure - /measure=width of a body type/ The ideal amound of characters per
- 92. 6. STORYTELLING VISUAL STORYTELLING &DATA VISUALIZATION BEST PRACTICES
- 93. THE IMPORTANCE OF STORYTELLING Most organizations recognize that being a successful, data-driven company requires skilled developers
- 94. THE IMPORTANCE OF STORYTELLING Data journalism (and analytics in a broader sense) is a form of
- 95. THE IMPORTANCE OF STORYTELLING Be aware of your audience. Dell Executive Strategist Jim Stikeleather segments listeners
- 96. HOWEVER
- 97. WHY DO WE USE STORIES IN BUSINESS ANALYTICS? Every important decision is based on interpreting objective
- 98. WHY? PEOPLE ARE PROGRAMMED TO SEEK OUT VISUAL CONTENT. Our memory does not store words but
- 99. THE STORY IN DATA VISUALIZATION WHAT WHY HOW State of business, key measures Changes vs. previous
- 100. UNDERSTAND AND GUIDE WHAT is happening in my business? Market trends Company performance (shares) WHY is
- 101. STEPS TO TELLING YOUR STORY 1. Understand your Data 2. Identify Your Story – what, why,
- 102. UNDERSTAND YOUR DATA Who collected it? Why did they collect it? What audience was this data
- 103. IDENTIFY YOUR STORY You have the hard facts, you need to decide the story you want
- 104. CREATE A GOOD STRUCTURE A well-structured visual provides clarification, reveals trends, and highlights your key findings.
- 105. GUIDE, DO NOT PUSH The facts should encourage a thorough understanding and learning of your information
- 106. KEEP IS SIMPLE
- 107. +1 LEARNING BEFORE YOU START NEVER UNDERESTIMATE THE IMPORTANCE OF USER EXPERIENCE KNOW YOUR AUDIENCE (=KEY
- 108. WHAT DO WE SEE HERE?
- 109. ANOTHER POINT OF VIEW
- 110. TAKEAWAYS + 1 TAKEAWAY ALWAYS DESIGN FOR YOUR AUDIENCE. 1. Understand your Data 2. Identify Your
- 111. 7. EPAM VISUALIZATION STANDARDS VISUAL STORYTELLING &DATA VISUALIZATION BEST PRACTICES
- 112. VISUALIZATION STANDARDS Use the company standard colors scheme so that we ensure recognition and corporate branding.
- 113. VISUALIZATION STANDARDS Use the company standard colors scheme so that we ensure recognition and corporate branding.
- 114. VISUALIZATION STANDARDS Use the company standard colors scheme so that we ensure recognition and corporate branding.
- 115. VISUALIZATION STANDARDS Use the company standard colors scheme so that we ensure recognition and corporate branding.
- 116. VISUALIZATION STANDARDS Use the company standard colors scheme so that we ensure recognition and corporate branding.
- 117. VISUALIZATION STANDARDS COLORS USED IN VISUALIZATIONS MONOCHROME SAMPLES Use the company standard colors scheme so that
- 118. VISUALIZATION STANDARDS VISUALIZATION WIDGETS MONOCHROME SAMPLES The following pages help to set colors of the visualization
- 119. VISUALIZATION STANDARDS VISUALIZATION WIDGETS BUTTONS: A button consists of text and/or an image that clearly communicates
- 120. VISUALIZATION STANDARDS VISUALIZATION WIDGETS SLIDING PANEL: The sliding filter panel does not have a fixed area
- 121. VISUALIZATION STANDARDS TEMPLATE SAMPLE I Use Case Extension Demo
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