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Unit 8: Correlation Analysis




          15.  A ............................rank correlation implies that a high (low) rank of an individual according  Notes
               to one characteristic is accompanied by its high (low) rank according to the other.
               (a)  Positive                     (b)  Negative

               (c)  Neutral                      (d)  Zero





             Case Study  Rank Correlation

                     teacher ranked seven of his pupils according to their academic achievement. The
                    order of achievement from high to low, together with family income of each
             Apupil is given as follows:
             Ray (  9,200), Bhatnagar (  4,500), Kaul (  6,500), Das (  8,000), Aggarwal (  27,000), Banerjee
             (  17,500) and Kannan (  16,700). Compute rank correlation between academic achievement
             and family income.

          8.3 Summary

          Summary of Formulae


                          n   X Y     X i   Y i
                               i i
                  r                                  (without deviations)
                                    2              2
                           2               2
                      n   X      X    n   Y      Y
                           i      i       i       i
                            X i  X Y i  Y
                  r
                               2          2          (when deviations are taken from means)
                         X i  X      Y i  Y
                                                              X - A          Y - B
                          n   u v    u     v                   i              i
                               i i    i     i            u =          and v =
                  r                                , where   i            i
                                   2             2              h              k
                      n  u 2 i  u i  n   v i 2  v i
                          N      f u v     f u    f v j
                                 ij i j
                                                   j
                                           i i
                  r                                        , where  N       f ij
                                      2                   2
                            2                  2
                      N   f u      f u  N    f v j    f v j
                                   i i
                                                      j
                           i i
                                              j
                                       2
                                    1- r
                 Standard Error of   r =
                                      n
                 Probable Error of r = 0.6745 × SE
                                            r
                       6   d i 2
                    1                                        (when ranks are not repeated)
                       n n 2  1
                                   2  1       2  1
                        6   2                       
                                  12         12
                     1                                       (repeated ranks)
                                       2
                                          1

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