Data Visualization & Reporting

19 important questions on Data Visualization & Reporting

What are the five key qualities of effective visualisation (Cairo, 2014)?

  • Thruthful
  • Functional
  • Beautiful
  • Insightful
  • Enlightening

What guidelines can help to be as truthful as possible?

  • A fair comparison basis, give insight in the question and use equal bin sizes
  • Insight in a variable's distribution, when needed provide not only the mean but also the median, SD, min and max.
  • A lie factor of about 1, number of info carrying dimensions shown does not exceed nr of dimensions shown in the data

What is meant with the functional heuristic?

Choose a graphic form that matches the task you want to enable, e.g. Displaying change (stay away from pie charts)
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What guidelines can help to be as functional as possible?

  • Fit, what tasks the graphic should enable and choose the corresponding graph.
  • Meaningful baseline, use zero instead of non-zero baselines, do not truncate axes (afkappen van de axis)
  • Experiment, put your work to the test

What is meant with the beautiful heuristic?

Beauty is not a property of objects, but a measure of the emotional experience those objects may unleash (Cairo, 2014)

What is the main guideline of the 'beautiful' heuristic?

  • Less is more
    • Maximise the Data-Ink Ratio
      • too low DI ratio is too much noise and distraction, so eliminate everything that does not add value
    • Avoid unintended optical art

What is the goal of the 'Gestalt Principles'?

Can be used to identify elements that are not needed, and can ease the processing of our visual communication. I.e. Reduce cognitive load.

What is meant with the 'Gestalt principle of proximity'?

We tend to see objects that are physically close together as beloning to one group
Application: Group them visually to reduce cognitive load

What is meant with the 'Gestalt principle of similarity'?

Objects of similar color, shape, size, or orientation are perceived as related or belonging to part of a group
Application: Use similar colors or shapes to create groups or show a relation and reduce cognitive load

What is meant with the 'Gestalt principle of closure'?

We like things to be simple and fit int the constructs we already have in our heads. Whenever we can, we perceive a set of individual elements as a single, recognizable shape.

Application: removal of chart borders and gridlines

What is meant with the 'Gestalt principle of continuity'?

When looking at objects, our eyes seek the smoothest paths and naturally create continuity in what we see

Application: the removal of axis line in a plot to decrease cognitive load

What is meant with the 'Gestalt principle of figure/ground'?

The human brain will distinguish between the objects it consider to be in the foreground of an image (the figure, or focal point) and the background (the area on which the figures rest) (for example the Fedex logo with the arrow)

What is meant with pre-attentive attributes (Schwabish, 2014)?

Visual properties that we notice without making a concious effort.
Do not use too many, goal is to reduce cognitive load.

What are the visualisation steps provided by Nussbaumer and Knaflic)?

  • Understand the context/audience, MAKE A PERSONA
  • Eliminate Clutter (functional GESTALT/COGNITIVE LOAD)
  • Choose an appropriate visual display (Functional)
  • Think like a designer
  • Tell a story

What is meant with 'understand the context' of visualisation steps?

Personas help stop focusing on one's own perspective, and start considering the audience's point of view

Learning outcome 1 specifies: Knowledge and understanding of the key issue that underlies the field of data visualization, explain

Visualisation can be (intentionally) misleading.
data visualisation is often the only part an audience will ever see, although the least amount of time goes into this part.
Although everyone can make visualisations with the new tools (tableau), few are taught how, based on principles.
There is need for mediators as integral part of visualisation (rossling example in Cairo 2020 paper).

The issue in the visualisation field according to Chen is:
  1. Too broad
  2. Lack of theoretical foundation.

We overcome this with Heuristics and Principles, which is the next Learning Outcome.

Knowledge and understanding of three heuristics that can be followed for maximising a visualisations effectiveness.

The key qualities of effective visualisation are (the heuristics) are:
  • Thruthful
  • Functional
  • Beautiful
  • Insightful
  • Enlightening    

What are the pre-attentive atributes of Schwabish one can use to reduce cognitive load?

  • Size
  • Shape
  • Colour
  • Spatial Position
  • Orientation
  • Line Length and Width

What does Schwabish say about bar and column charts?

Start at zero, otherwise the differences between columns are overemphasised (TRUTHFUL)

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