Answer:
two sample z-test for population proportions
Explanation:
The hypothesis test that would best fit this scenario would be a two sample z-test for population proportions. This is because you have a single population which is divided into two categories, those who do exercise and those who don't. Since you have two options and the outcome of the test needs to be either true or false then this hypothesis test would provide the best results for this scenario by comparing the data and then providing a simple true or false output for the question provided.