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Free statistics course

Basic Statistics for Data Analysis / Resources

Learner resource

Correlation Versus Causation Guide

Use

Use this when two variables move together.

Possible Explanations

  • One variable may influence the other.
  • The direction may be reversed.
  • A third variable may influence both.
  • The pattern may depend on selection or measurement.
  • The pattern may be random noise.

Careful Sentence

The variables are associated in this sample, but the data alone does not prove that one caused the other.