Statistics formula reference

Pearson Correlation

Measures linear association between two variables.

Open in editor
LaTeXr=\frac{\sum (x_i-\bar x)(y_i-\bar y)}{\sqrt{\sum(x_i-\bar x)^2\sum(y_i-\bar y)^2}}

Variables

  • r: correlation coefficient
  • x̄,ȳ: sample means

How to use this formula

Measures linear association between two variables.

Important notes

  • Correlation does not imply causation.

Quick example

r=1 indicates perfect positive linear association.

Applicability, worked calculation, and verification

Assumptions and domain checks

  • Correlation does not imply causation.
  • For the Pearson Correlation, every denominator must be nonzero, and the numerator and denominator must remain correctly grouped.
  • For a real-valued result, each even-root radicand must be nonnegative unless complex values are intended.
  • For the Pearson Correlation, the index variable, lower bound, upper bound, and any empty-sum or empty-product convention must be clear.

Worked example

Input

Output

r=1 indicates perfect positive linear association.

Common mistakes

  • When copying Pearson Correlation, keep the complete numerator and denominator grouped; a missing brace or parenthesis changes the result.
  • For the Pearson Correlation, do not interpret a descriptive statistic as a causal or population conclusion without the sampling and model assumptions.

Continue the workflow

Use Pearson Correlation in your own work

  1. Check the domainMatch the variables and assumptions to the problem before substituting values.
  2. Copy the exact notationPreserve grouping, signs, and exponents in r=\frac{\sum (x_i-\bar x)(y_i-\bar y)}{\sqrt{\sum(x_i-\bar x)^2\sum(y_i-\bar y)^2}}.
  3. Edit or convertOpen the expression in the LaTeX editor, then export it for your document or web page.

Review and verification

Last reviewed: 2026-07-23

Automated quality check: Kept noindex until the missing evidence is supplied.

Formula references

Frequently asked questions

What is the Pearson Correlation used for?

Measures linear association between two variables.

Can I copy this formula as LaTeX?

Yes. Copy r=\frac{\sum (x_i-\bar x)(y_i-\bar y)}{\sqrt{\sum(x_i-\bar x)^2\sum(y_i-\bar y)^2}} or open it in the LaTeX editor.

What should I check before using it?

Confirm that each variable, unit, domain restriction, and assumption matches the problem.

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