Mean Confidence Interval Calculator

Turn sample numbers into clear mean interval estimates. Switch between raw data and summary inputs. Download polished outputs and share findings with teams quickly.

Calculator

Switching mode keeps your other settings.
Auto uses z when σ is known, otherwise t.
Example: 12.1, 11.7, 12.5, 12.9, 11.9
Sample SD is the usual choice for inference.
Quick checks
  • Remove text, keep only numbers.
  • Use dots for decimals.
  • At least two observations are required.
Reset Large screens show three columns.

Example data table

Sample values below produce a mean interval close to what you will see when you submit the default raw dataset.

# Observation Notes
112.1Typical measurement
211.7Slightly below mean
312.5Slightly above mean
412.9High but plausible
511.9Close to center

Tip: paste your own values in the same format to compute your interval.

Formula used

Two-sided mean confidence interval

CI = x̄ ± c × (σ / √n)

  • is the sample mean.
  • σ is population SD (or s when unknown).
  • c is a critical value from z or t.
Critical value selection

Let α = 1 − confidence.

  • Two-sided: c = z(1−α/2) or t(1−α/2, df=n−1).
  • One-sided: c = z(1−α) or t(1−α, df=n−1).
  • This calculator uses accurate approximations for z and t.
Assumptions
  • Random sample and independent observations.
  • For small n, data should be roughly normal, or use robust methods.
  • For large n, the interval is often stable even with mild skew.

How to use this calculator

  1. Choose Raw data or Summary statistics.
  2. Set your confidence level and interval type.
  3. Pick Auto unless you know your preferred method.
  4. If σ is known, enable it and enter σ.
  5. Press Submit to view results above the form.

FAQs

1) When should I use t instead of z?
Use t when population σ is unknown and you estimate variability using the sample SD. It matters most for small samples, because t has heavier tails and yields wider intervals.
2) What does a 95% confidence interval mean?
If you repeated the same sampling process many times, about 95% of the constructed intervals would contain the true population mean. It does not mean the mean has a 95% probability of being inside one specific interval.
3) Can I paste data with new lines or commas?
Yes. The calculator accepts commas, spaces, semicolons, and new lines. It ignores non-numeric items, so keep the input mostly numbers for best results.
4) Why does the interval widen when confidence increases?
Higher confidence requires a larger critical value, which increases the margin of error. You trade precision for assurance that the interval will capture the true mean more often.
5) What if my data are skewed or have outliers?
Outliers inflate the SD and widen the interval, while strong skew can make normal-based intervals less reliable for small n. Consider transformations, robust estimators, or bootstrap intervals when distribution issues are severe.
6) What is the difference between sample SD and population SD?
Population SD describes the entire population and is rarely known. Sample SD estimates it from data; using n−1 corrects bias in the variance estimate and is standard for inference.
7) How accurate are the critical values here?
z uses a high-accuracy inverse normal approximation. t uses a well-known expansion based on z and degrees of freedom; accuracy is strong for practical CI work and improves as df grows.
8) Can I export and share my results?
Yes. After you submit, use the download buttons to export a CSV or a one-page PDF summary. The export uses your most recent calculation stored for this browser session.

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Important Note: All the Calculators listed in this site are for educational purpose only and we do not guarentee the accuracy of results. Please do consult with other sources as well.