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Cumulative Distribution Function (CDF)

Definition

The cumulative distribution function (CDF) is a function that gives the probability that a random variable takes on a value less than or equal to a given value.

Analogy

Think of the CDF as a staircase. Each step represents the probability of getting a value less than or equal to that step. As you climb up the stairs, you accumulate probabilities.

Related terms

Probability Density Function (PDF): A PDF is another way to describe the distribution of a random variable, but it gives the probability density at each possible value rather than cumulative probabilities.

Mean: The mean is the average value of a set of numbers. In terms of probability distributions, it represents the center or expected value.

Standard Deviation: The standard deviation measures how spread out the values in a distribution are from their mean. It tells us about the variability or dispersion in the data.

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AP® and SAT® are trademarks registered by the College Board, which is not affiliated with, and does not endorse this website.