Storytelling with Data Intro

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Questions and Answers

What is the primary purpose of explanatory analysis in data communication?

  • To identify all possible questions.
  • To show the audience everything undertaken during the analysis.
  • To amass greater amounts of data for future reference.
  • To turn data into easily understood information focused on a specific story. (correct)

Before creating data visualizations, it's crucial to understand to whom you are communicating. What insight does understanding your audience provide?

  • It simplifies the process, leading to a quicker delivery.
  • It dictates the color palette that should be used in the visualization.
  • It helps identify common ground and tailor the message for effective communication. (correct)
  • It determines the software that must be used to create the visualizations.

In the context of data communication, what is the role of "Action" as it pertains to what you're trying to convey?

  • It suggests the importance of acting confidently, even when the data is unclear.
  • It clarifies what you want your audience to know or do, aligning your communication with their needs. (correct)
  • It emphasizes the importance of acting quickly to disseminate information.
  • It refers to the specific software actions needed to manipulate data.

Which communication mechanism provides the presenter with the most control over the audience's information intake?

<p>A live presentation. (B)</p>
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What is the correct approach, if you are using a non-zero baseline in graphs?

<p>When using a non-zero baseline, make sure to clearly signal that information to the audience. (A)</p>
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Which of the following best describes the concept of a "slideument"?

<p>A document that serves as both a presentation aid and a standalone resource. (A)</p>
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What is the purpose of storyboarding in data communication?

<p>To ensure the communication is focused by establishing a visual structure of the content. (A)</p>
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Why does the author suggest avoiding starting storyboarding with presentation software?

<p>It leads to focusing on design before structuring content. (C)</p>
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Why is it important to be concise, when providing the "so-what" of data?

<p>Being concise is often more challenging than being verbose. (A)</p>
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In creating communication around data, considering "the Big Idea" is a useful step. What is not a component of "the Big Idea?"

<p>It must explore all aspects of the data. (E)</p>
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In the context of graph design, what is emphasized as more important: The X or Y axis, or the information that the graph contains?

<p>The text should be referred to where you can find the correct answer. (A)</p>
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What should a presenter do if it is not appropriate to explicitly recommend action related to data?

<p>Encourage discussion towards action. (B)</p>
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According to the content's author, what is the right way to test the readability of the graph for a certain audience?

<p>Show the visual to a representative audience, and ask them about their focus, observations, and questions. (B)</p>
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Which graph element is most vulnerable to the pitfall that occurs when it doesn't have a zero baseline?

<p>Bar charts. (D)</p>
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What does the text suggest that the designer do if the data doesn't warrant a bar, or table?

<p>Use simple text. (D)</p>
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Which type of graph plots 'continuous data'?

<p>Line graph (D)</p>
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When is a slopegraph most useful?

<p>When you have two time periods or points of comparison and want to quickly show relative increases and drecreases or differences across various categories between the two data points. (C)</p>
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The text states the need to carefully choose an organization's data's categorical hierarchy to influence what your audience does. Why would this be important?

<p>Because if they see the most important things last, they will not know about your most important data. (A)</p>
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What is typically the broadest category to the word “graph?”

<p>Chart. (C)</p>
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According to the author, which of these is something to avoid, in the context of graphs?

<p>All of these. (B)</p>
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When using heatmaps instead of tables, how does color work?

<p>Colored cells convey the relative magnitude of the numbers. (A)</p>
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According to Nancy Duarte's book Resonate, what is one component of "The Big Idea"?

<p>It must articulate your unique point of view. (C)</p>
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Why should you use lighter shades of grey over darker shades of grey?

<p>To avoid unnecessary attention. (B)</p>
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How can you implement a better design if the current design has diagonal components.

<p>Diagonal elements such as lines and texts should be avoided; if you have them, replace accordingly. (C)</p>
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When presenting to an audience that may be skeptical or want to delve into the data details, what should you do?

<p>Provide the complicated stuff in a way that still maintains understandability and straightforwardness. (C)</p>
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What does structuring communications from the beginning, ensure?

<p>The communication is on point. (D)</p>
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In the context of data visualization, what does it mean to shift from simply showing data to 'storytelling with data'?

<p>Bringing the data to life with context and clear communication. (D)</p>
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Why should communicators take a more confident stance when making observations and recommendations based on the data?

<p>They are the subject matter expert. (B)</p>
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If you had three minutes to explain the key insights of your data to an executive, what concept would help you most effectively deliver this information?

<p>The 3-minute Story. (B)</p>
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What key element does the 'Big Idea' concept bring to data communication?

<p>It boils the 'so-what' down to a single sentence. (C)</p>
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In data communication, what is the purpose of identifying the 'who'?

<p>To understand the audience and resonate with them. (D)</p>
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When using storyboarding in data communication, what is the suggested approach to begin?

<p>Use a low-tech method such as Post-it notes to focus on the structure. (A)</p>
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If you are asked to 'show the data', according to the informal Twitter poll conducted, which emotions are individuals likely to experience?

<p>Inadequacy, frustration, pressure. (D)</p>
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Why is the ability to tell a story with data becoming more important?

<p>Data-driven decision-making is increasingly common. (D)</p>
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What is the key to success in using data to inform better business decisions?

<p>Communicating effectively visually with data. (D)</p>
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What prompted the author to develop a course on data visualization at Google?

<p>An internal training program within People Operations. (A)</p>
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When creating data visuals, what is the challenge in using Microsoft Excel?

<p>The default settings can lead to ineffective communication. (C)</p>
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The author mentions six lessons of effective storytelling with data; how is this book different from the author's workshops?

<p>The book includes step-by-step instructions. (C)</p>
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What is the recommended approach to bad data?

<p>Present both the supporting and opposing data. (B)</p>
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When attempting to engage others in philanthropy around data visualization, one must...

<p>Customize the communication to that audience's need. (C)</p>
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What should be the primary focus when determining how to present data?

<p>Making it easy for the audience to understand. (D)</p>
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Why is it advised to use light borders or white space to separate elements in a table?

<p>To make the data take center stage. (C)</p>
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What is the benefit of incorporating color saturation into heatmaps?

<p>It directs attention and accelerates data interpretation. (B)</p>
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What is the visual implication of connecting data points with a line in a line graph?

<p>The graph is plotting continuous data. (D)</p>
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In presenting data regarding time on the horizontal x-axis of a line graph, what should be consistent?

<p>The intervals of the data plotted. (D)</p>
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Which technique did the content's author use to make the 'Career development' line segment immediately draw the eye, on a slopegraph about Employee Feedback?

<p>Used preattentive attributes. (B)</p>
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In the context of bar charts, what is the key reason for using a zero baseline?

<p>To accurately compare the relative end points of the bars. (A)</p>
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What is a strategy to improve stacked bar charts?

<p>Structure as absolute numbers. (D)</p>
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When are horizontal bar charts more useful than vertical bar charts?

<p>When category names are long. (B)</p>
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What does the statement from The Visual Display of Quantitative Information, relating to “data-ink ratio,” state?

<p>The more ink devoted to data is superior. (D)</p>
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How can the Gestalt principle of enclosure help to make clear graphs?

<p>Help draw a visual distinction within the data. (C)</p>
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What is a good way to test if a visual has sufficient white space?

<p>Have a reader articulate where they focus. (C)</p>
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Why is it important to limit the amount of elements with nonstrategic contrast?

<p>To ensure that key elements stand out. (A)</p>
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The effectiveness of a communication relies primarily on:

<p>Audience's perception of cognitive load. (C)</p>
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According to the content, what is one of the clear indicators of a bad display?

<p>It is hard to tell what it's about. (A)</p>
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With what frequency should you update your style in presenting?

<p>It is okay to change your visualization if there's something different. (A)</p>
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According to the material, it is said that the story we impart should:

<p>Focus ultimately on our audience. (B)</p>
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In storytelling with data, what's the purpose of a 'call to action'?

<p>To clarify what you expect the audience to do. (B)</p>
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Which of the following describes the goal of a clear visual hierarchy?

<p>To direct and aid audience processing. (B)</p>
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In data visualization, what is a commonly accepted standard practice to adhere to?

<p>Create some pause and then reflect. (B)</p>
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When creating visuals for an international audience, what should you consider regarding color?

<p>Understand the various connotations and interpretations of the chosen colours for that culture. (C)</p>
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In design, what are the 'affordances'?

<p>The aspects inherent to its design that are obvious. (C)</p>
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What general recommendation does the article make concerning the design of a table?

<p>That its design recede from the viewers immediate attention. (B)</p>
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As a communicator, what should you do if you find yourself having to analyze and present in a singular report (instead of separate report and presentation?)

<p>Understand how you can help it all. (A)</p>
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Why is understanding the relationship with your audience important in data communication?

<p>It guides how you structure your communication and when to use data. (C)</p>
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When is it advisable to foster discussion, instead of recommending explicit actions, based on data?

<p>When the data is inconclusive and does not strongly suggest a particular course of action. (B)</p>
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What is the purpose of identifying what you want your audience to know or do?

<p>To create a relevant communication and ensure your audience understand why they should care about what you are sharing. (D)</p>
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What is the suggested strategy for presenters who are insecure about making recommendations?

<p>Take a confident stance related to observations and recommendations. (C)</p>
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To ensure clarity and conciseness in your main message, what constraint can be helpful?

<p>Imposing a length constraint, e.g., short time or a single sentence. (C)</p>
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According to the material, what is a risk of ignoring nonsupporting data?

<p>It can position the presenter and/or company as untrustworthy if a discerning audience notices holes in the argument. (C)</p>
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What are some options, if you are asked to deliver a report that normally communicates data along with a presentation?

<p>Address both in a slidument rather than separate report and presentation. (A)</p>
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What is a key consideration when choosing elements to include in your slides?

<p>Elements that increase audience understanding. (D)</p>
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What is the recommendation for using borders and shading in tables?

<p>Use light borders or white space to separate elements to improve readability. (C)</p>
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Why is it important to consider using color saturation in heatmaps?

<p>To provide visual cues that assist in quickly identifying potential points of interest. (B)</p>
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In the discussion regarding chart axes vs data labels, which of the following should be considered when choosing which to use?

<p>What is the level of precision needed by the audience? (B)</p>
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When designing bar charts, what should be the appropriate sizing of the bars and white space?

<p>The bars should be wider than the white space between them to allow the end points of the bars to be easily compared. (C)</p>
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When using time on the horizontal x-axis of a basic line graph, which guideline should always be followed?

<p>Be consistent in the time intervals you plot. (D)</p>
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According to Gestalt principles, how can you show that some components on a graph more closely belong together?

<p>Physically enclose the sections you want grouped. (C)</p>
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According to best practices, how should you align text labels in a presentation or document?

<p>Decisions on alignment should be made in context of the other elements on the page. (A)</p>
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What does the author say is the lesson of the story about nearly mis-sizing a dashboard?

<p>Don't let your design choices be happenstance, rather make them the result of deliberate specific decisions. (B)</p>
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When should you introduce "the story", according to the author?

<p>The message should be created first, then the data. (D)</p>
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What is the ultimate goal of the narrative structure?

<p>Provide a good understanding, in which each part relates to the message. (D)</p>
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Other that PowerPoint, what does the material recommend for creating stories?

<p>Use well-established facts and language. (D)</p>
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Aside from Microsoft PowerPoint, what other actions should be taken to emphasize preattentive attributes?

<p>Add annotations. (A)</p>
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Flashcards

Storytelling with Data

A guide for business professionals to tell stories effectively with data using data visualization.

Exploratory Analysis

Analysis done to explore data and discover noteworthy insights to highlight.

Explanatory Analysis

Analysis done to communicate specific insights that you want your audience to know.

Importance of Context

Knowing your audience, what you want them to know/do, and how data helps.

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3-Minute Story & Big Idea

A concise summary (paragraph/statement) communicating what the audience needs to know.

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Storyboarding

A visual outline of planned content that ensures the communication is focused.

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Tables in Data

Graphs that interact with our verbal system, require reading across and down to compare values.

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Heatmap

A table where colored cells convey the relative magnitude of numbers.

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Graphs in Data

Graphs that interact with our visual system that is faster at processing information.

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Scatterplot

Useful for showing the relationship between two things with encoding horizontal and vertical axises.

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Line graph

Most commonly used to plot continuous data.

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Slopegraph

Can effectively show relative increases, decreases, or differences across categories.

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Bar chart

Easy to read and compare data because our eyes look at the endpoint of the bars and have zero baseline.

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Stacked Vertical Bar Chart

Visually show totals across categories and subcomponents.

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Waterfall chart

Used to pull apart a stacked bar chart, focusing on one piece at a time.

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Horizontal bar chart

Good for categories with long names and allow our eyes to hit category names before the data.

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Square area graph

Visually display quantitative data to 2-dimensional spaces, useful for numbers with vastly different magnitudes.

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3-Dimensional Graphs

Overused and add a lot of harm to our visual communications; should be avoided if at all possible.

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Secondary y-axis

It is used to plot data with different units against the same x-axis, and should generally be avoided

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Reduce Clutter

Reduce cognitive load to improve the graphs by reducing what occupies space and decreasing understanding.

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Gestalt Principles

Principles like proximity, similarity, enclosure, closure, & connection

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Alignment for Visuals

Text with similar attributes should be aligned on the page (horizontally/vertically) to create cleaner lines.

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Use of White Space

Using blank space on the page draws attention where they are not.

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Strategic Use of Contrast

Helps the audience to know where to look and helps a data visual stand out from the text.

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Preattentive attributes

Occurs in iconic memory that picks up distinctions in our environment and allow the audience to understand where to focus.

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Size in Visualizations

Indicates relative importance when designing a visual communication.

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Color in Visualizations

One of the most used tools for drawing the audience's attention, if used in moderation to resist overuse.

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Position on Page

Is where the important information has been displayed to aid the user in what to look at and get the communication across.

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Use of Story

A tool used to help ensure that your message gets across and to help to retain an audience.

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Keep To Time

Make sure the data is what guides the presentation and that there is good structure to the presented data.

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Data Visualization

The process by which to remember important steps in data analyzation.

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Study Notes

Overview

  • This chapter introduces the book Storytelling with Data by Cole Nussbaumer Knaflic
  • It's a data visualization guide for business professionals

Foreword

  • Bad presentations overwhelm with too much information, fonts, colors, bullets, and highlights
  • Infographics should inform instead of using graphics in the same sense that violence can
  • Charts and tables often mislead and confuse those that read them in the press
  • Today it is too easy to create a table, chart, or graph with software defaults, with the result that key data is not displayed effectively
  • All the information in the world at our fingertips makes communicating harder. Need to filter down to the most important bits
  • Cole Nussbaumer Knaflic had a knack for clarity, and helped to create the Google People Analytics team

Book takeaways

  • The book presents real-world examples and step-by-step instruction
  • It also gives insight into thought processes when it comes to the visual design of information

Examples given

  • Volume of tickets
  • Survey results regarding science
  • Average Retail Product prices per year

Scope of the book

  • Written for anyone who needs to communicate something to someone using data.
  • It is for analysts, students, manager, philanthropists, and leaders
  • Anyone can improve ability to communication effectively with data
  • Even those with no background in data visualization
  • The author believes that effective data visualization can mean the difference between success and failure
  • An effective visualization may help communicate the findings of a study, raise money, or present an idea

What to expect

  • Can improve the ability to communicate effectively with data regardless of expertise
  • Skills will be helpful in several roles
  • The reader will be able to turn data and analytics into targeted hiring, engaging and motivating employees, and building effective teams
  • The author shares lessons to rid the world of ineffective graphs as learned at Google and in the 21st century
  • Teaches the process from Google Project Oxygen

Six key lessons

  • Understand the context
  • Choose an appropriate visual display
  • Eliminate clutter
  • Focus attention where it is needed
  • Think like a designer
  • Tell a story

Illustrative examples

  • The book contains case studies of several industries
  • Ex: Technology, education, consumer products, and nonprofit sector
  • Real-world examples that have been used in workshops, although some data may be changed
  • The lessons are chronological in the same way storytelling with data process happens

Chapter summaries

Chapter 1: The Importance of Context

  • Addresses key questions like finding the audience and what questions the audience needs answered
  • Robust situation understanding leads to great success

Chapter 2: Choosing an Effective Visual

  • Deciding how to display the correct data
  • There's a list of common visuals used to communicate data in a business setting
  • Examples: the simple text, tables, heatmap, line graph, vertical bar chart, etc.

Chapter 3: Clutter is Your Enemy!

  • How to identify and remove clutter
  • Introduces the Gestalt Principles of Visual Perception and how to apply them
  • Discusses alignment, strategy, use of white space, and contrast as components of thoughtful design

Chapter 4: Focus Your Audience's Attention

  • Studying how people see and use it to craft their visuals
  • Includes a discussion on sight and memory
  • Can use "preattentive attributes" like size, color, and position
  • Explores directing attention to components and creating a visual hierarchy

Chapter 5: Think Like a Designer

  • Discuss traditional design concepts to be applied to communicate data
  • Some concepts are: affordances, accessibility, and aesthetics.
  • Looks at a number of concepts introduced previously via new light

Chapter 6: Dissecting Model Visuals

  • Five exemplary visuals are looked at, discussing thought processes and design choices
  • There are decisions regarding type of graph and ordering of the data within the visual
  • How to consider emphasizing/de-emphasizing with the line of color, thickness, and relative size
  • Discusses effective use of words to title, label, and annotate

Chapter 7: Lessons in Storytelling

  • Introducing concepts of storytelling to communicate with data
  • Studies concepts from master storytellers
  • The way to discuss frameworks, which have a clear beginning, middle, and end
  • What the correct strategies for effective storytelling include (repetition, narrative flow, etc.)

Chapter 8: Pulling It All Together

  • Following the data storytelling process from start to finish using examples
  • Helps understand: context, choosing a visual display, eliminating clutter, drawing attention, thinking like a designer, and telling a story

Chapter 9: Case Studies

  • Exploring strategies for tackling common challenges with data across case studies
  • Colour considerations
  • Strategies for avoiding things like "spaghetti graphs" or pie charts etc

Chapter 10: Final Thoughts

  • Data visualization is the intersection of science and art
  • There are tips on where to go from here and strategies for upskilling data storytelling with team
  • Main lessons are recapped

Important Reminders

  • "Who" your audience is and "What" you need them to know are questions to consistently ask
  • Being concise, is more challenging than being verbose
  • Cole Nussbaumer Knaflic tells stories with data through "storytellingwithdata.com"

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