Statistics & probability

Chebyshev inequality upper bound calculator

Bound the fraction that can lie at least a given distance from the mean using the standard deviation.

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Behind the numbers

How this calculation works

The bound treats both tails together and applies without assuming a normal distribution.

THE FORMULAP(|X−μ| ≥ d) ≤ min(1,σ²/d²)

A worked example

With σ = 4 and distance 10, the bound is 16/100 = 0.16.

Good to know

Use a distribution with finite variance.

Read the result

Bound the fraction that can lie at least a given distance from the mean using the standard deviation.

The primary result is labeled “Outside probability upper bound”. Keep the input definitions in view when comparing this result with another method.

Try a related calculation

Use a distribution with finite variance.

For a related exercise, try the statistics calculator.

A few questions, answered

How can I check the default inputs by hand?

With σ = 4 and distance 10, the bound is 16/100 = 0.16.

Which rule does this calculator apply?

P(|X−μ| ≥ d) ≤ min(1,σ²/d²)

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