Distributions

Z-Score Calculator

Free z-score calculator to standardize values and find percentiles. Calculate z-values from raw scores or convert z-scores back to original values.

What is a Z-Score?

A z-score (also called a standard score) tells you how many standard deviations a value is from the mean. It allows you to compare values from different distributions on a standardized scale.

Z-Score Formula

z = (x - μ) / σ

Where:

  • z = z-score
  • x = the value being standardized
  • μ = the mean of the distribution
  • σ = the standard deviation

To find the original value from a z-score:

x = (z × σ) + μ

Interpreting Z-Scores

Z-ScoreMeaning
z = 0Value equals the mean
z > 0Value is above the mean
z < 0Value is below the mean
z = 1Value is 1 SD above mean
z = -2Value is 2 SD below mean

Common Z-Score Benchmarks

  • z = ±1.96 → 95% confidence interval bounds
  • z = ±2.58 → 99% confidence interval bounds
  • z = ±3 → Typical outlier threshold

Applications of Z-Scores

  1. Comparing scores from different tests
  2. Identifying outliers in datasets
  3. Calculating percentiles in normal distributions
  4. Quality control in manufacturing
  5. Standardizing data for statistical analysis

Frequently Asked Questions

How do I calculate a z-score?

To calculate a z-score, use the formula: z = (x - μ) / σ, where x is your value, μ is the mean, and σ is the standard deviation. For example, if a test score is 85, mean is 75, and SD is 10: z = (85-75)/10 = 1.0.

What does a z-score tell you?

A z-score tells you how many standard deviations a value is from the mean. z = 0 means the value equals the mean. z = 1 means it’s 1 SD above the mean. z = -2 means it’s 2 SD below the mean.

What is a good z-score?

It depends on context. For percentiles: z > 0 is above average. For outlier detection: |z| > 3 often indicates an outlier. For hypothesis testing at α=0.05: |z| > 1.96 is significant.

How do I convert z-score to percentile?

Use the z-table to find the cumulative probability. For z = 1.0, the percentile is 84.13%. For z = -1.5, it’s 6.68%. This calculator shows percentiles automatically.

What is the z-score for 95th percentile?

The z-score for the 95th percentile is approximately 1.645. For the 97.5th percentile (used in 95% two-tailed tests), z = 1.96.

How do I convert percentile to z-score?

Find the probability in the z-table body and read the corresponding z-value. For example, 90th percentile (0.90 probability) corresponds to z ≈ 1.28.


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