In a lab or wherever they can conduct an experiment
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scientists test their hypothesis buy making observations or doing research
An experiment
You use a z test when you are testing a hypothesis that is using proportions You use a t test when you are testing a hypothesis that is using means
The hypothesis test.
It depends entirely on what the hypothesis is.