Courses
Math & numbers Ideas & discovery

How to read graphs and spot misleading charts

Read what a chart actually shows and spot when it is misleading.

Start with the parts of a chart people skip, the axes, units, labels and source, then learn the common ways a true number can be drawn to mislead. Each idea is practised on an example chart you check yourself, so the habit carries over to the news and to work.

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Start with three things you can do today

Type this when Cadence asks what you want to learn

I want to read charts and graphs properly and notice when one is misleading. I see them in the news, at work and on social media, and I often take the headline at face value without checking what the chart actually shows.

Change any word so it fits your situation. The course is built from what you type and a few setup questions.

Start today

Three things you can do before the course exists.

Useful on their own. The course is for when you want the whole skill, not just the first move.

  1. Look at where the bars start

    Illustrative example: bars for 50 and 52 look as if one is double the other when the axis starts at 48. Bar length should represent the value, so a bar chart's axis should start at zero. When it does not, compare the numbers, not the bars.

  2. Check the time window

    A line that climbs steeply from March may look ordinary if the chart began a year earlier. Ask why that start date was chosen, and look for a longer series from the original source before drawing a conclusion.

  3. Ask whether it should be a rate

    A large city with twice the cases of a small one may have the same rate per person. Divide by population, or check whether the chart already did, before comparing places of different sizes.

Sources: UK Government Analysis Function: chart guidance, including not breaking the axis on bar charts. Practical examples are starting points, not promised results.

Best for
Math & numbers
Prerequisites
None. Bring the situation you have.
Course length
7 to 30 lessons, sized to your goal
Lesson pace
About 10 minutes a day
Format
Read it, or play the audio
Access
Available on the App Store, with early features and Android testing access

Before the course is built

Setup asks about your situation first.

Lesson 1 opens on the moment you describe, and the examples use your role. For this request, expect questions like these.

  1. Where do you meet charts most: news, work reports, social media, or investing?
  2. How confident are you with percentages and scales?
  3. Is there a chart that fooled you, or one you want to check now?

Right for now

If any of this sounds familiar, start here.

You trust the headline over the chart

And sometimes the two do not match.

You present data at work

And want your own charts to be honest and clear.

You argue about numbers online

And want to check a chart before sharing it.

Course arc

Where the course goes, in order.

Cadence writes the lessons for you, so the exact path follows your answers. This is the ground a course built from this sentence covers.

01 / 06

Anatomy of a chart

Axes, scales, units, labels and source.

Choosing chart types

When bars, lines, pies and scatter plots fit the data.

Axes and scales

Where the axis starts, logarithmic scales and two axes on one chart.

Time windows

How choosing the start and end date can change the story.

Totals and rates

Why per person or percentage comparisons often matter more than raw counts.

Making honest charts

Applying the same checks to the charts you make yourself.

What changes

What you will be able to do, and what you will stop believing.

You will be able to

Read the frame

Check axes, units, labels, source and time window first.

Spot common tricks

Recognise truncated bar axes, cherry-picked dates and totals that should be rates.

Say what it shows

State a chart's message in one accurate sentence.

Ideas this course corrects

Every axis must start at zero

Bar charts should, because bar length represents the value. Line charts can start elsewhere when change is the point, provided the axis is clearly labelled.

If the numbers are true, the chart is honest

Accurate data can still mislead through its scale, its time window or what is left out.

Course questions

What to know before you start.

How to read graphs and spot misleading charts: what can I do today?

Look at where the bars start. Illustrative example: bars for 50 and 52 look as if one is double the other when the axis starts at 48. Bar length should represent the value, so a bar chart's axis should start at zero. When it does not, compare the numbers, not the bars. Check the time window. A line that climbs steeply from March may look ordinary if the chart began a year earlier. Ask why that start date was chosen, and look for a longer series from the original source before drawing a conclusion. Ask whether it should be a rate. A large city with twice the cases of a small one may have the same rate per person. Divide by population, or check whether the chart already did, before comparing places of different sizes.

Is this a fixed course?

No. Cadence builds the course when you type the sentence and answer a few setup questions, so the lessons follow your situation. This page describes what a course built from this request covers. You see the whole path before Lesson 1.

Who is this course for?

Start with the parts of a chart people skip, the axes, units, labels and source, then learn the common ways a true number can be drawn to mislead. Each idea is practised on an example chart you check yourself, so the habit carries over to the news and to work. It sits under Math & numbers in the Ideas & discovery part of the library.

Do I need any prior experience?

No. Setup asks what you already know and where you want to use it, and the course starts from there. Bring a real situation if you have one; the examples are built around it.

How long does it take?

Courses run 7 to 30 lessons of about 10 minutes, sized to what you asked for. One lesson a day is the intended pace, and you can go faster. Lessons can be read or played as audio.

Does this course award a certificate or degree?

No. Cadence is for practical self-learning and does not award accredited degrees or professional certification.

Start today

Type it, answer a few questions, open Lesson 1.

The sentence to type

I want to read charts and graphs properly and notice when one is misleading. I see them in the news, at work and on social media, and I often take the headline at face value without checking what the chart actually shows.
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