Variance Calculator
Calculate the variance of a dataset.
About Variance Calculator
Variance is the average of squared deviations from the mean. It is the square of standard deviation.
$$\sigma^2 = \frac{\sum(x_i - \bar{x})^2}{n}$$
How to use this calculator
- Enter the numbers in your dataset, separated by commas or spaces.
- Choose whether you want population variance, which divides by \(n\).
- Click calculate to find the variance instantly.
- Use the result to compare spread between different datasets or to understand consistency.
The formula explained
The formula \(\sigma^2 = \frac{\sum(x_i - \bar{x})^2}{n}\) computes population variance. It finds the average of the squared distances from each data value to the mean.
- \(\sigma^2\) = population variance
- \(x_i\) = the i-th data value
- \(\bar{x}\) = the mean of the dataset
- \(n\) = the number of data values
Step by step method
- Find the mean of the data by adding all values and dividing by \(n\).
- Subtract the mean from each data value, then square each difference.
- Add the squared differences and divide by \(n\) to get the variance.
Worked example
Problem. Find the population variance of the dataset 2, 4, 6, 8.
- First find the mean: \(\bar{x} = (2+4+6+8)/4 = 20/4 = 5\).
- Find squared differences: \((2-5)^2 = 9\), \((4-5)^2 = 1\), \((6-5)^2 = 1\), \((8-5)^2 = 9\). Add them: \(9+1+1+9=20\).
- Divide by \(n=4\): \(\sigma^2 = 20/4 = 5\).
Answer. The population variance is 5.
Tips and common mistakes
- Variance is always nonnegative because the differences are squared.
- Do not confuse variance with standard deviation, standard deviation is the square root of variance.
Frequently asked questions
How do I use the variance calculator with my data?+
Enter your numbers into the dataset field, usually separated by commas, spaces, or line breaks. The calculator finds the mean first, then computes the average squared distance from that mean to give the variance.
What does the variance formula mean?+
The formula \(\sigma^2 = \frac{\sum(x_i - \bar{x})^2}{n}\) says to measure how far each value is from the mean, square those distances, add them up, then divide by the number of values. Squaring makes all differences positive and gives more weight to larger spread.
What is the difference between variance and standard deviation?+
Variance measures spread in squared units, while standard deviation is the square root of variance and is in the same units as the original data. If you want a more directly interpretable spread, standard deviation is often easier to read, but variance is useful in formulas and statistical calculations.
Does this calculator use sample variance or population variance?+
The formula shown here divides by \(n\), so it calculates population variance. If you want sample variance, the denominator should be \(n-1\) instead, which is the common adjustment when your data is only a sample from a larger group.
How do I interpret the variance result for a dataset?+
A small variance means the data values are clustered close to the mean, while a large variance means they are more spread out. For example, if two datasets have the same mean, the one with the larger variance has values that vary more from that average.
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