Skewness and Kurtosis

Excel Formulas › Statistics

All versionsSKEW

Beyond the mean and spread: SKEW measures asymmetry (which tail is longer) and KURT measures tailedness (how heavy the tails are). Together they describe a distribution’s shape.


Quick formula: skewness and kurtosis of B2:B100:
=SKEW(B2:B100) =KURT(B2:B100)
Positive skew = a long right tail; negative = long left tail. Positive kurtosis = heavier tails than normal.

Functions used (tap for the full reference guide):

The example

Distribution shape in two numbers.

AB
1MeasureValue
2Skewness+0.8 (right tail)
3Kurtosis+1.2 (heavy)

The formula

The formula:

=SKEW(B2:B100) | =KURT(B2:B100) // asymmetry & tailedness

How it works

How it works:

  1. SKEW is positive when the right tail is longer (income data), negative when the left tail is, and near 0 for symmetric data.
  2. KURT is excess kurtosis: 0 matches a normal distribution, positive means heavier tails (more outliers), negative means lighter.
  3. Use them to judge whether mean-based methods fit, or whether the data is lopsided or outlier-prone.
  4. Both need a reasonable sample size to be meaningful.

When skew is high, the mean gets pulled toward the long tail — the median often describes the “typical” value better. High kurtosis warns that extreme values are more likely than a normal model assumes.

Try it: interactive demo

Live demo

Values.

Skew

Variations

Kurtosis

Tailedness:

=KURT(B2:B100)

Mean vs median

Skew indicator:

=AVERAGE(rng) - MEDIAN(rng)

SKEW.P (365)

Population skew:

=SKEW.P(rng)

Pitfalls & errors

Need enough data. Skew and kurtosis are noisy for small samples.

KURT is excess. Excel returns kurtosis minus 3, so 0 = normal, not 3.

Outliers dominate. A single extreme value strongly affects both measures.

Practice workbook

📊
Download the free Skewness and Kurtosis practice workbook
A shape sheet with kurtosis, mean-median, and SKEW.P variants, plus 4 challenges with answers. No sign-up required.

Frequently asked questions

How do I measure skewness in Excel?
Use =SKEW(range). Positive means a longer right tail, negative a longer left tail, near zero is symmetric.
What does KURT return?
Excess kurtosis: 0 matches a normal distribution, positive means heavier tails (more outliers), negative means lighter.
How do I tell if data is skewed without SKEW?
Compare the mean and median: =AVERAGE(range)-MEDIAN(range). A large gap signals skew toward the longer tail.

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Related formulas: Standard deviation · Median by group · Find outliers

Function references: SKEW · KURT