Theoretical results for the mean and standard deviation of a sample proportion

 

Let’s start with a Bernoulli random variable which a binary random variable

 

By the definition of expected value in Investigation B:

 

Similarly,

 

Now consider a binomial random variable, Y ~ Bin(n, ) which can be written as the sum of n Bernoulli random variables. Using some “random variable algebra”:

And