QUESTION IMAGE
Question
which of the following is a requirement for testing a claim about a population proportion?
a. the trials are dependent.
b. the sample observations are a stratified sample.
c. the conditions np ≥ 5 and nq ≥ 5 are both satisfied.
d. none of the other statements are requirements for testing a claim about a population proportion.
Brief Explanations
When testing a claim about a population proportion, the following requirements must be met:
- The sample is a simple random sample.
- The conditions for a binomial distribution are satisfied (fixed number of trials, independent trials, two possible outcomes, constant probability of success).
- The normal distribution can be used to approximate the binomial distribution, which requires \(np\geq5\) and \(nq\geq5\) (where \(q = 1 - p\)).
Now let's analyze each option:
- Option A: For a binomial - like situation (which is used for population proportion testing), the trials should be independent. So, "The trials are dependent" is incorrect.
- Option B: A stratified sample is not a requirement for testing a population proportion. A simple random sample is the requirement.
- Option C: As mentioned above, when using the normal approximation to the binomial (a common method for testing population proportion), \(np\geq5\) and \(nq\geq5\) must be satisfied.
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C. The conditions \(np\geq5\) and \(nq\geq5\) are both satisfied.