Probability

Variance and Standard Deviation for Dummies

PMFs, CDFs, expected value, variance, and linearity of expectation.

What to remember

  • A random variable maps outcomes to numbers; PMF/CDF describe its distribution.
  • E[X] is the probability-weighted average; Var(X) = E[X²] − (E[X])².
  • Linearity of expectation holds without independence. Decompose into indicators.
Read the lessonRandom Variables and Expectation, with a checkpoint at the end.