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Statistical Methods in Economics


                   Notes          Solution:

                                                Calculation of Trend Values by the Method of Least Squares

                                     Year       Sales  Deviations from  XY         X 2      Y        (Y – Y )
                                                                                              c           c
                                                        middle year X

                                     1993       100        – 2          – 200        4       114       – 14
                                     1994       120        – 1          – 120        1       112       + 8
                                     1995       110         0               0        0       110         0
                                     1996       140        + 1          + 140        1       108      + 32
                                     1997       80         + 2          + 160        4       106       – 26
                                                                                                          )
                                     N = 5   ∑Y  = 550     ∑X  = 0    ∑XY  = – 20  ∑X  = 10        ∑  ( − YY  = 0
                                                                                    2
                                                                                                         c
                                              1992       93        94        96          97       1998
                                              The equation of the straight line trend is
                                                              Y = a + bX
                                                               c
                                              Since         ∑X = 0,

                                                                  ∑Y      ∑XY
                                                              a =    , b =
                                                                   N      ∑X 2

                                                                                        2
                                                            ∑Y = 550, N = 5,  ∑XY  = – 20,  ∑X  = 10.
                                              Substituting the values

                                                                  550
                                                              a =     = 110
                                                                   5
                                                                   20
                                                              b =  −   = – 2
                                                                   10
                                              The required equation is
                                              For 1993, i.e.,  X = – 2, Y = 110 – 2 (– 2) = 114.
                                              Since b is negative the other trend values will be obtained by deducting the value of b
                                              from the preceding value. Thus for 1994 the trend value will be 114 – 2 = 112 (since the
                                              value of b is negative). For 1999 likely sales = 100 lakh tonnes (since X would be + 5 for
                                              1999).
                                  Example 5:  Fit a straight line trend by the method of least squares to the following data. Assuming
                                              that the same rate of change continues. What would be the predicted earnings for the
                                              year 1998 ?
                                     Year               1987   1988    1989   1990   1991   1992   1993    1994

                                     Earnings (Rs. lakhs.)  38  40      65     72     69     60     87      95

                                              Do not plot the trend values on the graph.










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