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Research Methodology




                    Notes               Price ( )   1      2      3       4      5     Total   Sample mean  x
                                       39        8       12     10     9       11     50             10
                                       44        7       10     6      8       9      40             8
                                       49        4       8      7      9       7      35             7

                                   What the manufacturer wants  to know  is: (1)  Whether the  difference among  the means  is
                                   significant? If the difference is not significant, then the sale must be due to chance. (2) Do the
                                   means differ? (3) Can we conclude that the three samples are drawn from the same population
                                   or not?


                                          Example: In a company there are four shop floors. Productivity rate for three methods of
                                   incentives and gain sharing in each  shop floor  is presented in the following table.  Analyze
                                   whether various methods of incentives  and gain sharing differ significantly at  5% and  1%
                                   F-limits.
                                              Shop     Productivity rate data for three methods of incentives
                                              Floor                   and gain sharing

                                                            X 1              X 2             X 3
                                                1            5               4                4
                                                2            6               4                3
                                                3            2               2                2
                                                4            7               6                3

                                   Solution:
                                   Step 1:  Calculate mean of each of the three samples (i.e., x , x  and x , i.e. different methods of
                                                                                  1  2    3
                                   incentive gain sharing).
                                                                           +
                                                                      +
                                                                         +
                                                                 X =  5 6 2 7  =  5
                                                                  1
                                                                         4
                                                                         +
                                                                            +
                                                                      +
                                                                     4 3 2 3
                                                                 X =          =  3
                                                                  2
                                                                         4
                                                                            +
                                                                      +
                                                                         +
                                                                 X =  4 3 2 3  =  3
                                                                  3
                                                                         4
                                                                            X +  X +  X
                                   Step 2: Calculate mean of sample means i.e.,  XX =  1  2  3
                                                                                K
                                                                     +
                                                                       +
                                   where, K denotes Number of samples  =  5 3 3  =  4(approximated)
                                                                      3
                                   Step 3: Calculate sum of squares (s.s.) for variance between and within the samples.
                                   ss between =  n (x -  x) +  n (x -  x) +  n (x -  x) 2
                                                     2
                                                               2
                                                         2
                                                           2
                                                 1
                                               1
                                                                   3
                                                                     3
                                   ss within =  (xS  1i  -  x ) + S (x -  x ) + S (x -  x ) 2
                                                               2
                                                    2
                                                                    3i
                                                   1
                                                                        3
                                                             2
                                                         2i
                                   Sum of squares (ss) for variance between samples is obtained by taking the deviations of the
                                   sample means from the mean of sample means () and by calculating the squares of such deviation,
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