Statistics formula reference

Chi-Square Statistic

Compares observed and expected categorical counts.

Open in editor
LaTeX\chi^2=\sum\frac{(O-E)^2}{E}

Variables

  • O: observed count
  • E: expected count

How to use this formula

Compares observed and expected categorical counts.

Important notes

  • Expected counts should be sufficiently large for the approximation.

Quick example

A large statistic indicates poor agreement with expectations.

Applicability, worked calculation, and verification

Assumptions and domain checks

  • Expected counts should be sufficiently large for the approximation.
  • For the Chi-Square Statistic, every denominator must be nonzero, and the numerator and denominator must remain correctly grouped.
  • For the Chi-Square Statistic, the index variable, lower bound, upper bound, and any empty-sum or empty-product convention must be clear.
  • For the Chi-Square Statistic, identify whether each quantity is a sample statistic, population parameter, estimator, or model value, and check the method assumptions.

Worked example

Input

Output

A large statistic indicates poor agreement with expectations.

Common mistakes

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

Continue the workflow

Use Chi-Square Statistic 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 \chi^2=\sum\frac{(O-E)^2}{E}.
  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 Chi-Square Statistic used for?

Compares observed and expected categorical counts.

Can I copy this formula as LaTeX?

Yes. Copy \chi^2=\sum\frac{(O-E)^2}{E} 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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