Answer:
In order for the two-sample z statistic to be valid we need that the following assumptions hold:
- each sample and population must be independent from each other
- each population must be normally distributed
- the population standard deviations must be known or the sample sizes must be ≥ 30
- samples must be random
- data has to be continuous