If two random variables and are independent, the expected value is multiplicative, i.e.
If two random variables and are dependent, the expected value is not necessarily multiplicative, i.e. there exist and such that
Compare: https://en.wikipedia.org/wiki/Distribution_of_the_product_of_two_random_variables
References: