Independence

• When Is a Random Variable Almost Surely Constant?
  A real random variable independent of itself must be almost surely constant; see the proof, a Bernoulli example, and other useful criteria.
• How Do You Sum a Random Number of Independent Variables?
  For an independent random count and iid summands, derive the random sum’s mean and variance, see a worked example, and learn when the formulas fail.