AlibomicsMoney and Economics
CONCEPT LESSON

Correlation

A statistical description of how variables move together, not proof that one causes the other.

Why it matters

Co-movement can help describe data and generate hypotheses. It cannot on its own tell us which intervention would change an outcome.

A worked example

Hotter days can bring both more ice-cream sales and more swimming. Their association need not mean ice cream causes swimming.

Illustrative example · simplified assumptions

A common mistake

Treating an association as a causal mechanism.

Where the idea needs care

Common causes, reverse causation and selection can generate associations. A weak linear correlation can also hide a nonlinear relationship.

Apply the idea

Explain this concept using a different example from your spending, work, business or a policy debate. State what stays fixed and what could change the result.

CHECK YOUR UNDERSTANDING
What does an observed correlation alone establish?

Read the answer and explanation

An association in the observed data. Common causes, reverse causation and selection can generate associations. A weak linear correlation can also hide a nonlinear relationship.

See the supporting infographicCorrelation: A statistical description of how variables move together, not proof that one causes the other.

The written explanation above is the main lesson. This image offers another way to remember it.

Sources and further study

Examples and explanations by Alibomics. Numeric illustrations are not current market quotations.