Final answer:
Option (c) X = number of boxes that will need to be purchased to get 3 whistles is not a binomial random variable because it does not have a fixed number of trials, which is a requirement for a binomial distribution.
Step-by-step explanation:
The question revolves around identifying which option is not a binomial random variable in the given cereal prize scenario. Criteria for a binomial random variable include only two possible outcomes per trial (success or failure), a fixed number of trials, and independence between the trials.
Option (a) X = number of boxes that contain a whistle out of the next 10 boxes purchased meets the binomial criteria, with 'success' being finding a whistle, and 'failure' not finding one. Option (b) X = number of boxes that do not contain a whistle out of the next 10 boxes purchased is also binomial with the roles of success and failure reversed. Option (d) X = number of boxes that contain either a whistle or a colored pencil out of the next 10 boxes purchased is binomial, with success in finding either prize.
However, option (c) X = number of boxes that will need to be purchased to get 3 whistles is not a binomial random variable because it does not have a fixed number of trials; the number of boxes needed to achieve 3 whistle prizes could vary without limit. This type of scenario would be modeled by a geometric or negative binomial distribution instead.