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Statistics



                      Notes         Solution.

                                    We note that n is even in the given example.
                                                                   Calculation  Table

                                           Year  ( ) Sales ( ) d =   1989.5 X =  2d  XY  X 2  Trend Values
                                                t
                                                                 t
                                                         Y
                                            1987      15           2.5       5      75  25     15.45
                                            1988      17          1.5        3     51   9      17.27
                                            1989      20           0.5        1     20  1      19.09
                                            1990      21           0.5         1     21    1      20.91
                                            1991      23           1.5         3     69    3      22.73
                                            1992      24           2.5         5    120    5      24.55
                                            Total    120                       0     64 70

                                    From the above table, we can write
                                                         120            64
                                                     a =    = 20   and b =  = 0.91
                                                          6             70
                                      The fitted trend line is Y = 20 + 0.91 X
                                    Year of origin : Middle of 1989 and 1990 or 1st Jan. 1990
                                             1
                                    Unit of X :    year  (Since X changes by 2 units in one year)
                                             2
                                    Nature of Y values : Annual figures of sales.

                                    Calculation of trend values
                                    Trend for 1989 = 20 - 0.91 = 19.09
                                    Trend for 1988 = 19.09 - 2   0.91 = 17.27
                                    Trend for 1990 = 20 + 0.91 = 20.91

                                    Trend for 1991 = 20.91 + 2   0.91 = 22.73, etc.
                                    To predict the sales for 1993, we note that X = 7
                                    Thus, the predicted sales = 20 + 7   0.91 = Rs 26.37 (thousand).
                                    Shifting of Origin of a Trend Equation

                                    Let Y = a + bX  be the equation of linear trend, with 1985 as the year of origin and unit of X equal
                                    to 1 year.
                                    To shift origin of the above equation, say to 1990, we proceed as follows : The associated value
                                    of X for 1990 is 5. Thus, the trend for 1990 = a + 5b. We know that a linear trend equation is given
                                    by Y = trend value in the year of origin + bX. Thus, we can write the trend equation, with origin
                                    at 1990, as  Y = a + 5b + bX = a + b (X + 5). This implies that the required equation can be obtained
                                    by replacing X by X + 5 in the original trend equation.

                                    Similarly, the trend equation with 1984 as origin can be written as  Y = a + b (X - 1) = (a - b) + bX.
                                    Further, if the unit of X is given to be half year, the trend equation with 1990 as the year of origin
                                    can be written as Y = a + b (X + 10) = (a + 10b) + bX.









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