![IconGems-Print](images/IconGems-Print.png)
654 – New Ideas in Introductory Statistics
How Normal Is Normal? How Symmetric Is Symmetric? How Local Is the Location for a Symmetric Distribution?
Silvia Sharna
Jahangirnagar University
Mian Arif Shams Adnan
Ball State University
Rahmatullah S. Imon
Ball State University
The typical terms "Symmetric as well as Normal" in Statistics require some classification, at least, including arithmetically symmetric and/or normal, geometrically symmetric and/or normal, or harmonically symmetric and/or normal. Tests for classifying the pattern and symmetricity and/or normality of the data; finding proper location and other characteristics, Box-plots, cut off points; outlier(s) detection criteria, criticism of the calculations of the location of the existing probability distributions, etc have been developed.