Statistics formula reference

Root Mean Square

Measures the quadratic mean of a set of values.

Open in editor
LaTeXx_{\mathrm{rms}}=\sqrt{\frac1n\sum_{i=1}^{n}x_i^2}

Variables

  • x_i: observations
  • n: number of observations

How to use this formula

Measures the quadratic mean of a set of values.

Important notes

  • RMS is always nonnegative.
  • For alternating signals it relates to equivalent power.

Quick example

The RMS of 3 and 4 is √12.5≈3.536.

Applicability, worked calculation, and verification

Assumptions and domain checks

  • RMS is always nonnegative.
  • For the Root Mean Square, 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 Root Mean Square, the index variable, lower bound, upper bound, and any empty-sum or empty-product convention must be clear.

Worked example

Input

Output

The RMS of 3 and 4 is √12.5≈3.536.

Common mistakes

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

Continue the workflow

Use Root Mean Square 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 x_{\mathrm{rms}}=\sqrt{\frac1n\sum_{i=1}^{n}x_i^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 Root Mean Square used for?

Measures the quadratic mean of a set of values.

Can I copy this formula as LaTeX?

Yes. Copy x_{\mathrm{rms}}=\sqrt{\frac1n\sum_{i=1}^{n}x_i^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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