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  1. Rigorous Themes
    https://rigorousthemes.com/blog/misleading-data-visualization-examples

    15 Misleading Data Visualization Examples - Rigorous Themes

    • Cherry-pickingis coined from the notion that if you only pick the healthiest and ripest fruit, anyone that sees you do that may be forced to believe that all of the fruits on the tree are healthy, even though that is… See more

    Cumulative vs. Annual Data

    Cumulative data is when you add successive inputs in the data model to ensure that the graph only rises after each input. Whereas annual data will show the data for ea… See more

    Rigorous Themes
    Misleading Pie Chart

    Data manipulation is commonly used in politics to make a particular group or person look better than they actually are. The pie chart is one visualization agent that is used to a… See more

    Rigorous Themes
    Omitting The Baseline

    Bar Graphs are known to misrepresent data through the manipulation of the scale of the y-axis. This is one visualization tool that is often used by politicians to exaggerate how certain thin… See more

    Rigorous Themes
    Manipulating The Y-Axis+

    This is very similar to our previous example, but kind of opposite too. In this case, the baseline and the axis are included in the graphs, but they are changed s… See more

    Rigorous Themes
    How do you know if a graph is misleading?
    The key is to stay curious and never take a chart at face value. Spotting misleading graphs takes practice. Start by developing your checklist. Look for common red flags like distorted axes, missing labels, or cherry-picked data.
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    Table of Contents
    Cumulative vs. Annual Data
    Misleading Pie Chart
    Omitting The Baseline
    Manipulating The Y-Axis+
    How do you know if a graph is misleading?
     

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  2. The “classic” types of misleading graphs include cases where: The Vertical scale is too big or too small, or skips numbers, or doesn’t start at zero. The graph isn’t labeled properly. Data is left out. But some real life misleading graphs go above and beyond the classic types.

    Misleading Graphs: Real Life Examples - Statistics How To

    www.statisticshowto.com/probability-and-statistics/descriptive-statistics/misleading-graphs/
    www.statisticshowto.com/probability-and-statistics/descriptive-statistics/misleadi…
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  3. Statistics How To
    https://www.statisticshowto.com/.../misleading-graphs

    Misleading Graphs: Real Life Examples - Statistics How To

     
  4. Medium
    https://medium.com/@Ana_kin/graphs-go…

    Graphs Gone Wrong: Misleading Data Visualizations

    May 17, 2023 · There are several ways in which misleading graphs can be generated. Let me show the most popular misleading graphs and how anyone can easily identify those!

  5. Open Library Publishing Platform
    https://ecampusontario.pressbooks.pub/bio16610w18/...

    9 How Graph Misrepresents Data - Open Library Publishing Platform

  6. wpDataTables
    https://wpdatatables.com/misleading-data-visualization-examples

    Misleading Data Visualization Examples to Stay Away From

  8. Data Science Central
    https://www.datasciencecentral.com/the-w…

    The Worst Covid-19 Misleading Graphs - Data …

    Dec 7, 2020 · While it’s fairly easy to spot a truncated y-axis or missing label, graph designers are getting smarter about how they mislead. From logarithmic scales to time travel, here are a few of the worst Covid-19 related graphs to …

  9. Vox
    https://www.vox.com/.../misleading-graph…

    Is a chart lying to you? This video has some tips to …

    Jul 8, 2017 · A new TED-Ed video by Lea Gaslowitz walks through how, exactly, graphs can mislead you. It comes down to one basic lesson: Pay attention to the graph’s labels.

  10. Harvard Business School Online
    https://online.hbs.edu/blog/post/bad-data...

    Bad Data Visualization: 5 Examples of Misleading Data

    Jan 28, 2021 · When generating data visualizations, it can be easy to make mistakes that lead to faulty interpretation, especially if you’re just starting out. Below are five common mistakes you should be aware of and some examples …

  11. ChartExpo
    https://chartexpo.com/blog/misleading-cha…

    Misleading Charts: How to Spot and Correct …

    Misleading charts are visuals that misrepresent data. They might seem accurate but can give a wrong impression. This could happen because of how the data is shown, like using a tricky scale or leaving out important info.

  12. Tableau
    https://www.tableau.com/blog/how-spot-mi…

    How To Spot Misleading Charts: Review the Message …

    Oct 24, 2024 · Explore a comprehensive checklist to spot misleading charts, enabling confident and informed decision-making focused on understanding the author's interpretations. Charts exist everywhere. Viewing a chart instead of a …

  13. Wikipedia
    https://en.wikipedia.org/wiki/Misleading_graph

    Misleading graph - Wikipedia

  14. Data Science Central
    https://www.datasciencecentral.com/misleading

    Misleading Graphs Part 1: Avoid These Common Mistakes

  15. Upworthy
    https://www.upworthy.com/dont-be-fooled-5-ways-to...

    Don't be fooled: 5 ways to spot a misleading or careless graph.

  16. utah.edu
    https://vdl.sci.utah.edu/blog/2023/04/17/misleading

    How People Actually Lie With Charts - University of Utah

  17. Towards Data Science
    https://towardsdatascience.com/misleading-graphs-e86c8df8c5de

    Misleading Graphs… and how to fix them! | Towards Data Science

  18. Science | AAAS
    https://www.science.org/content/blog-post/bad-bar-graphs

    Bad Bar Graphs | Science - AAAS

  19. Tableau
    https://www.tableau.com/blog/how-spot-misleading-charts-know-source

    How To Spot Misleading Charts: Know the Source - Tableau

  20. plos.org
    https://journals.plos.org/plosone/article?id=10...

    Misleading graphs in context: Less misleading than expected

  21. journalismcourses.org
    https://journalismcourses.org/wp-content/uploads/...
    [PDF]

    How to spot a misleading graph Lea Gaslowitz - Journalism …

  22. nih.gov
    https://pmc.ncbi.nlm.nih.gov/articles/PMC4078179

    The Effective Use of Graphs - PMC - PubMed Central (PMC)

  23. plos.org
    https://journals.plos.org/plosone/article/file?...
    [PDF]

    Misleading graphs in context: Less misleading than expected …

  24. Sage Research Methods
    https://methods.sagepub.com/video/how-to-avoid-being-misled-with-data

    How to Avoid Being Misled With Data - methods.sagepub.com

  25. Nature
    https://www.nature.com/articles/d41586-024-03996-w

    Bad bar charts distort data — and pervade biology - Nature