The Normal distribution is used to analyze data when there is an equally likely chance of being above or below the mean for continuous data whose histogram fits a bell curve.
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Any population had a scattering of data. It’s important to determine the kind of distribution that population has so we can apply the correct statistical methods when analyzing it.
In DMAIC, root causes are determined during the analyze phase.