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Unit 9: Correlation and Regression




          Solution:                                                                             Notes
                                         Calculation  Table
                                          Rank of Marks in
             Marks in     Marks in    Statistics X   Commerce Y   i d  = X i  – Y i     d
                                                                                2
                                                                               i
             Statistics   Commerce
                35           45          1            3           –2           4
                90           70          9            7            2           4
                70           65          6            6            0           0
                40           30          2            1            1           1
                95           90          10           10           0           0
                45           40          3            2            1           1
                60           50          5            4            1           1
                85           75          8            8            0           0
                80           85          7            9           –2           4
                50           60          4            5           –1           1

                                      2
          From the above table, we have d  = 16.
                                     i
                                   
                                              ´
            Rank Correlation r =  1 -  6 d i 2  =  1 –  6 16  =  0.903
                                              ´
                                  ( n n 2  – 1)  10 99
          9.1.10 Coefficient of Correlation by Concurrent Deviation Method
          This is another simple method of obtaining a quick but crude idea of correlation between two
          variables. In this method, only direction of change in the concerned variables  are noted by
          comparing a value from its preceding value. If the value is greater than its preceding value, it is
          indicated by a ‘+’ sign; if less, it is indicated by a ‘–’ sign and equal values are indicated by ‘=’
          sign. All the pairs having same signs, i.e., either both the deviations are positive or negative or
          have equal sign (‘=’), are known as concurrent deviations and are indicated by ‘+’ sign in a
          separate column designated as ‘concurrences’. The number of such concurrences is denoted by C.
          Similarly,  the  remaining  pairs are  marked by  ‘–’  sign  in another  column  designated  as
          ‘disagreements’.  The  coefficient  of  correlation,  denoted  by  rC  is  given  by  the  formula
                   C
                   2  D 
          r C        , where C denotes the number of concurrences and D (= number of observations
                   D   
          – 1) is the number of pairs of deviation.




             Notes
                                                           C
                                                           2  D 
             1.  The sign of rC is taken to be equal to the sign of     .
                                                           D  
                         C
                         2  D 
             2.  When          is negative, we make it positive for the purpose of taking its square
                         D  
                 root. However, the computed value will have a negative sign.
                                                  C
                                                  2  D 
             3.  The sign of rC will be positive when      is positive.
                                                  D  
             4.  This method gives same weights to smaller as well as to the larger deviations.




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