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Statistics



                      Notes
                                                                                   A    B
                                                           No . of Sales           20  18
                                                           Average Sales (in Rs )  170 205
                                                           Standard deviation (in Rs )  20  25

                                    Solution.
                                    Since n , n  < 30, it is a small sample case.
                                          1  2
                                    We have to test H  :   =   against H  :     .
                                                   0  A  B        a  A   B
                                    Assuming that the two samples have come from the same population with S.D. s, we find its
                                    pooled estimate as

                                                       2
                                                                       2
                                                    n S +  n S 2  20 20 + 18 25 2
                                                                            ´
                                                                    ´
                                                     1 1
                                                           2 2
                                                s =           =                  =  23.12
                                                     n +  n -  2        36
                                                      1  2
                                               170 205   20 18
                                                           ´
                                                  -
                                    Also  t cal  =              =  4.66.  This value is highly significant, therefore, H  is rejected
                                                 23.12   20 18                                          0
                                                           +
                                    at 5% level of significance.
                                           Example 19: The mean life of a random sample of 10 light bulbs was found to be 1456
                                    hours with a S.D. of 423 hours. A second sample of 17 bulbs chosen at random from a different
                                    batch showed a mean life of 1280 hours with S.D. of 398 hours. Is there a significant difference
                                    between the mean life of the two batches?
                                    Solution.
                                    Note that the two samples have been obtained from the same population with unknown s.
                                    We have to test H  : m  = m  against H  : m  ¹ m .
                                                   0  1   2        a  1   2
                                    It is given that   X =  1456,   S  = 423,  n  = 10,   X =  1280,   S  = 398,  n  = 17.
                                                  1
                                                                          2
                                                           1
                                                                                    2
                                                                                           2
                                                                   1
                                                                     2
                                                                 ´
                                                               10 423 +  17 398 2
                                                                          ´
                                    The pooled estimate of s is  s =            =  423.42
                                                                   10 17 2
                                                                        -
                                                                     +
                                                 1456 1280    10 17
                                                                ´
                                                     -
                                    Therefore  t cal  =    ´         = 1.04
                                                                +
                                                   423.42     10 17
                                    The value of t from table at 5% level of significance and with 25 d.f. is 2.06. Since t  is less than
                                                                                                      cal
                                    this value, there is no evidence against H . Hence, the observed difference in mean life of bulbs
                                                                     0
                                    of the two batches can be regarded as due to fluctuations of sampling.
                                    When the Hypothesized Difference is not Zero
                                    Let H : m  £ m  + k against H : m  > m  + k, where k is constant. The above can also be written as.
                                         0  1   2          a  1   2
                                    H : m  – m  £ k against H : m  – m  > k
                                      0  1   2           a  1   2
                                    Thus we can write
                                                æ   s 2  s 2 ö
                                     X –  X  ~ N  k ç  ,  1  +  2  ÷
                                          2
                                      1
                                                è    n 1  n 2 ø
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