🔬 Discovery

Chebyshev's inequality

Desigualdad de Chebyshov

Date
1867 · confidence high
Place
Saint Petersburg, Russia
Credited to
Pafnuty Chebyshev
Field
Knowledge & symbols

⚠️ Disputed: the sources disagree.

What was discovered

Chebyshev proved a general bound on the probability that a random variable departs from its mean by more than k standard deviations: at most 1/k², valid for any distribution with finite variance.

His friend and colleague Irénée-Jules Bienaymé had already proved a special case in 1853, hence it is sometimes called the Bienaymé-Chebyshev inequality. The Wikidata candidate gave no year; it is set here to 1867, that of Chebyshev's general proof.

What it led to

  • Proof of the weak law of large numbers for variables with finite variance
  • Concentration bounds used in modern statistics and probability theory
  • Later generalisations (Bienaymé-Chebyshev, Cantelli inequalities)
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Sources✓ verified 2026-09-28