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Research Methodology




                    Notes
                                                                     Figure  8.5



                                                         Frequency






                                                         O                               X
                                                                     Figure  8.6

                                                                  Symmetrical Distribution


                                                         Frequency





                                                        O                                X
                                                                         d
                                                                     X = M  = M 0
                                   Imagine a situation in which the symmetrical distribution is made asymmetrical or positively
                                   (or negatively) skewed by adding some observations of very high (or very low) magnitudes, so
                                   that the right hand (or the left hand) tail of the frequency curve gets elongated. Consequently,
                                   the three measures will depart from each other. Since mean takes into account the magnitudes of
                                   observations, it would be highly affected. Further, since the total number of observations will
                                   also increase, the median would also be affected but to a lesser extent than mean. Finally, there
                                   would be no change in the position of mode. More specifically, we shall have  M  < M  < X,  when
                                                                                                  o   d
                                   skewness is positive and  X < M  < M ,  when skewness is negative, as shown in Figure 8.7.
                                                            d   o
                                                                     Figure  8.7

                                                                  Positively Skewed Distribution


                                                          Frequency





                                                          O             M M X                 X
                                                                          0
                                                                            d
                                                               Negatively Skewed Distribution









                                                      O                   XM M 0          X
                                                                             d




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