For approximately normal data, the empirical rule describes coverage within one, two and three standard deviations.
Empirical Rule Calculator
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Table of Contents
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What is Empirical Rule?
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How to Use This Calculator
- Enter or select Mean, Standard deviation.
- Check the unit beside each measurement. For a percentage or rate, use the scale and time period stated in the form.
- Choose Calculate, then compare the output with the formula and example below. If you change a value or option, calculate again to update the result.
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Formula Used
Intervals: μ ± σ; μ ± 2σ; μ ± 3σ
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Variables Explained
| Input | What it means |
|---|---|
| Mean | The arithmetic average or stated population mean used as a reference. |
| Standard deviation | The spread of individual observations around their mean, in the data’s original units. |
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Worked Example
Mean 100 and standard deviation 15 give 85–115 for the roughly 68% interval.
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Why Use This Calculator?
Sketch approximate coverage intervals when a normal model is reasonable.
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Common Mistakes
- The 68–95–99.7 pattern is not reliable for strongly skewed or multimodal data.
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Frequently Asked Questions
Does a calculated statistic prove a conclusion?
A statistic describes the supplied data under stated assumptions. Sampling design, missing observations and the suitability of the model still determine what can reasonably be concluded.
Should I include every observation?
Use the observations required by your study design and state any exclusion rule. Removing values only because they change the answer can bias the analysis.
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