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-Score | Meaning |
|---|---|
| z = 0 | Value equals the mean |
| z > 0 | Value is above the mean |
| z < 0 | Value is below the mean |
| z = 1 | Value is 1 SD above mean |
| z = -2 | Value 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
- Comparing scores from different tests
- Identifying outliers in datasets
- Calculating percentiles in normal distributions
- Quality control in manufacturing
- 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.
Related Tools
- Z-Table - Full standard normal table
- Standard Deviation Calculator - Calculate σ for your data
- T-Test Calculator - Compare means statistically
- Probability Calculator - Calculate probabilities
- Normal Distribution - Learn about the bell curve
Want to learn the theory?
Our lessons explain the statistical concepts behind this calculator with clear examples.
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