Expected value (E(X))
E(X) is the expected value of X: the long-run average value of a random quantity, found by multiplying each possible value by its probability and adding them up. It is also called the mean of X and written μ.
How to read it
OpenStax’s Introductory Statistics calls the expected value the long-term average: the average you would expect after doing an experiment over and over. To find it, multiply each value by its probability and add the products. Its example is a soccer team that plays 0, 1 or 2 days a week with probabilities 0.2, 0.5 and 0.3, so the expected value is 0 × 0.2 + 1 × 0.5 + 2 × 0.3 = 1.1 days a week. Grinstead and Snell’s Introduction to Probability (Dartmouth) define E(X) the same way and add that it is often called the mean and written μ for short. OpenStax’s Contemporary Mathematics writes the same sum with the outcomes’ values and probabilities, Σ n(O) × P(O).
Also searched as: E of X, E(X), E[X], expectation, expected value symbol, mean of a random variable.
E(X) and μ
They are the same number. Grinstead and Snell write E(X) and μ interchangeably; OpenStax’s Introductory Statistics uses μ, the population mu, for the expected value of a discrete probability distribution. It is different from the sample mean x̄, the average of the data actually collected.
Read next
- Next in Statistics symbolsSample mean (x̄)x̄, said “x bar”, is the sample mean: the average of the values in a sample, their total divided by how many there are. The mean of a whole population is written with the Greek letter μ instead.
- The expected value is often written μ.MuMu (Μ, μ) is the twelfth letter of the Greek alphabet. μ is the metric prefix micro, one millionth (μg is a microgram); the mean in statistics; the coefficient of friction; and magnetic moment and the muon in physics.
More statistics symbols
The same shape elsewhere
Browse symbols drawn with letters and numbers.
Sources
- Introduction to Probability, Charles M. Grinstead and J. Laurie Snell, Introduction to Probability, 2nd edition (2006 CHANCE version), Dartmouth College, Ch. 6.1 Expected value, Definition 6.1
- Introductory Statistics 2e, 4.2 Mean or Expected Value and Standard Deviation, OpenStax (Rice University), Mean or expected value
- Contemporary Mathematics, 7.11 Expected Value, OpenStax (Rice University), Expected value
- Earliest Uses of Symbols in Probability and Statistics, Jeff Miller, Earliest Uses of Various Mathematical Symbols, MacTutor History of Mathematics, University of St Andrews, Symbols in probability: Expectation
- Introductory Statistics 2e, 2.5 Measures of the Center of the Data, OpenStax (Rice University), Measures of the center of the data
Researched, edited and approved by Rory Hansen before publishing. Last reviewed October 9, 2026. How we research
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