What shape do we need the sampling distribution of sample means to be to do a hypothesis test ?

MATLAB: An Introduction with Applications
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ISBN:9781119256830
Author:Amos Gilat
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Chapter1: Starting With Matlab
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What shape do we need the sampling distribution of sample means to be to do a hypothesis test ? 

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In hypothesis test, sampling distribution of sample mean is Normal distribution. Normal distribution is symmetric, hence having shape bell like. Hence shape should be bell like.

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