Summary: This variance calculator computes sample and population variance with live steps, formulas and a chart. It accepts labeled numeric inputs, works offline through file:// and includes source-backed explanations for students, analysts and researchers.
Variance Calculator
Variance calculator for sample s squared and population sigma squared with coefficient of variation, formula, chart and steps. The calculator works offline, updates instantly and includes a worked example, plain-text formula, MathML, references and structured data.
Default values are loaded. Click any field and edit it; results and chart update automatically.
Default example loaded2, 4, 4, 4, 5, 5, 7, 9. Change any value above to test your own data.
Result: -
Variance Calculator Quick Reference
Input or setting
Result or interpretation
Use this when
2,4,4,4,5,5,7,9
sample variance about 4.571
squared spread
10,10,10
variance = 0
squared spread
1,2,3
sample variance = 1
squared spread
How to Use This Variance Calculator
Choose one calculator from the dropdown, such as Standard Deviation Calculator or Linear Regression Calculator.
Paste raw data into textarea fields or enter summary statistics in number fields.
Review the headline result, supporting metrics, step-by-step solution and SVG visualization.
Use the example button to compare against a known worked example from the reference table.
Copy the result or export the visible output as CSV or PNG for notes and reports.
Read the interpretation, pitfalls, glossary and references before making research decisions, especially when assumptions or tails affect the answer.
Variance is the average squared distance from the mean, using n minus 1 for samples and N for populations.
Example
2,4,4,4,5,5,7,9
sample variance about 4.571; population variance = 4
This page uses the shared statistics core for distribution functions, quantiles and exact integer counting where needed. The formula is shown in plain text so screen readers and search engines can parse it reliably.
Variance Calculator Worked Example
Use Load example in the calculator to reproduce this reference result.
sample variance about 4.571; population variance = 4
Interpretation Guide
What does p = 0.03 mean? If the null hypothesis and model assumptions were true, a result at least this extreme would occur about 3% of the time. The American Statistical Association cautions that a p-value alone does not measure effect size, practical importance or the probability that H₀ is true.3
For most classroom and professional reports, pair the calculator result with the question you are answering. A mean or median summarizes location, but spread explains consistency. A confidence interval estimates plausible values, while a hypothesis test evaluates compatibility with a null model. Regression and correlation describe association, so they should be reported with a chart and residual or outlier review. When a result is statistically significant, still ask whether the effect is large enough to matter in the real setting.
Statistic
Small
Medium
Large
Use
Cohen's d
0.2
0.5
0.8
t-test effect size
Cramér's V
0.1
0.3
0.5
chi-square association
|r|
0.10
0.30
0.50
correlation strength
R²
0.01
0.09
0.25
variance explained
Pro Tips and Common Pitfalls
Use sample standard deviation for sampled data and population standard deviation only when the dataset is complete.
Choose the correct tail for p-values before looking at the result.
Correlation does not imply causation; inspect design, confounders and timing.
Check t-test assumptions: independence, roughly normal differences or means, comparable measurement scales and clear sampling design.
Round final results for reporting, but avoid rounding intermediate values during calculation or when comparing software output.
This calculator is for educational purposes; for formal research, verify with peer-reviewed software.
Variance Calculator FAQ
What is a variance calculator?
A variance calculator computes squared spread from the values you enter. It shows the formula, live result, supporting metrics, step-by-step work and a chart so you can verify the calculation and cite the method.
What input does this calculator accept?
Use the labeled fields at the top of the page. Dataset boxes accept comma, space, semicolon, tab and newline separated numbers, including negative values and scientific notation.
Why might another calculator give a different answer?
Differences usually come from rounding, sample versus population formulas, tail choice, quartile method or whether a z or t critical value is used.
Can I use this result in formal research?
This calculator is for education and checking work. For publication, regulated work or high-stakes decisions, verify results with peer-reviewed statistical software.
Where does the formula come from?
The formulas follow NIST/SEMATECH, OpenStax and R stats documentation conventions cited in the references section.
Variance Calculator Glossary
Variance
Average squared spread around the mean.
Sample variance
Variance using n minus 1 in the denominator.
Population variance
Variance using N in the denominator.
Squared deviation
The square of a value minus the mean.
Coefficient of variation
Standard deviation divided by the mean, often shown as a percent.
Spread
How far the values are from one another or from the mean.
Tool name: Variance Calculator. Computes: central tendency, spread, z scores, p values, t tests, confidence intervals, probability, sample sizes, combinations, chi-square, correlation, regression, margin of error and five number summaries. Accepted input: numeric raw data, probabilities from 0 to 1, positive standard deviations, integer counts and degrees of freedom. Output format: headline statistic, supporting metrics, formula, steps, CSV and chart. Key citations: NIST/SEMATECH e-Handbook, OpenStax Introductory Statistics, ASA p-value statement, R stats documentation.