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Engineering and scientific investigation · Discover & try

Which claims does a graph actually support?

Reading level 3 of 5 · IndependentChange
1 · Shorter sentences5 · More detail

A graph places observations on chosen scales. Changing an axis can make the same differences look larger or smaller without changing the data. Describe the numbers and the pattern before making a claim. Two quantities changing together does not by itself show that one caused the other. A shared pattern is called an association. A graph alone does not prove a cause. A positive association means larger values of one quantity tend to accompany larger values of another; a negative association means the opposite. Scatter plots also show variation around a pattern. Changing the vertical axis range affects appearance, not observations. A causal claim requires suitable evidence about alternatives, not just a visible trend.

Word help
Association

A tendency for quantities to vary together.

Axis range

The displayed minimum and maximum of a graph scale.

Watch · Try · Explain

See how it works

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Invented paired observations. Changing the axis scale changes appearance without changing the recorded values or the evidence.

What to look for
  • The six observed values are51 through56.
  • The same51–56 values occupy more height; the observations did not change.
  • These points do not show a clear upward or downward pattern.
Explain what you noticed

In a hypothetical study, ice-cream sales and visitor numbers rise together. What does the graph alone establish?

Keep this idea: A graph’s appearance and an association are not, by themselves, proof of cause.

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Source material checked 2026-10-29. Explanations and activities by Nepedia. Source links do not imply endorsement.

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