📉 Skewness Calculator

Measure the asymmetry of a dataset using adjusted sample skewness.

📊 Statistics📐 Formula included🧠 Practice questions✓ Free
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Formula and Explanation

Measure the asymmetry of a dataset using adjusted sample skewness.

ConceptFormula or rule
Skewness CalculatorG₁ = n/[(n−1)(n−2)] × Σ[(xᵢ−x̄)/s]³

How to Use This Calculator

  1. Enter the sample, counts, probabilities, or summary statistics requested above.
  2. Keep paired lists in the same order and separate values with commas.
  3. Select the correct test direction or sample/population option when available.
  4. Press Calculate and interpret the result together with the supporting statistics.

Worked Example

Example: A long right tail usually produces positive skewness.
✓ Positive = right-skewed · Negative = left-skewed · Near 0 = roughly symmetric

Where This Is Used

School & coursework
Check homework, understand formulas, and verify step-by-step statistics exercises.
Research
Explore estimates, uncertainty, distributions, and relationships before using full statistical software.
Business & data analysis
Summarize variation, compare groups, and communicate data-driven findings clearly.

Common Mistakes to Avoid

⚠️
Equating zero skewness with normality
Many non-normal distributions are symmetric.
⚠️
Overinterpreting small samples
Sample skewness can fluctuate considerably.
⚠️
Ignoring data errors
A single erroneous extreme value can dominate skewness.

Practice Questions

1. Which direction is a long right tail?
Answer: Positive skew.
2. Which center is usually largest in strong right skew: mean or median?
Answer: Mean.
3. Does skewness measure spread?
Answer: No, it measures asymmetry.

Frequently Asked Questions

What is positive skew?▾
The distribution has a longer or heavier right tail.
What is negative skew?▾
The distribution has a longer or heavier left tail.
Is ±1 a strict cutoff?▾
No. Rules of thumb vary by field.

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