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Statistical Methods in Economics


                   Notes          the trend of the time series is clearly not linear and in which we are concerned only with the general
                                  movements of the time series, whether it is a trend or a cycle or both, it is customary to study the
                                  smoothing behaviour of the series by the use of moving average. Secondly, the characteristic of a
                                  moving average is the basis of seasonal analysis, which shall be discussed in a subsequent section.
                                  Selections of Period in Moving Average Method
                                  The most important point in the average method is the selection of period. The selection of period
                                  depends upon the periodicity of data. The period of moving average method can be divided into two
                                  parts :
                                  (A)  Odd Period of Moving Average : Odd period is the period of three, five, seven, nine years and
                                      so on. In case of odd period moving average, no difficulty is faced while placing the computed
                                      average. The determination of trend in odd period moving average can be made clear with the
                                      help of following example :
                                  Example 2  : Calculate trend values by 3-yearly moving average from the following data :

                                       Year :              1980    1981    1982   1983    1984    1985   1986
                                       Sales (‘000 Units) :  5      7       9      12      11      10      8

                                  Solution  :

                                         Years     Sales (000’ Units)  3-yearly totals  3-yearly moving average
                                         1980             5                 —                     —
                                         1981             7                 21                21/3 = 7.00
                                         1982             9                 28                28/3 = 9.33
                                         1983             12                32                32/3 = 10.67
                                         1984             11                33                33/3 = 11.00
                                         1985             10                29                29/3 = 9.67
                                         1986             8                 —                     —

                                              The trend value is shown in Figure 2.
                                                             Y
                                                           14

                                                           12
                                                              Original Data
                                                           10
                                                                          Trends
                                                          Sales (000’ units)  6 4
                                                                            Line
                                                            8




                                                            2
                                                           0                              X
                                                            1980  1981 1982 1983 1984 1985  1986
                                                                          YEAR
                                                                      Figure 2 :
                                  (B)  Even Period of Moving Average : The procedure of calculation of moving average of even
                                      number of years, say, four, six, eight, and so on, is different from the procedure of odd number
                                      of years. Suppose moving average is to be calculated for four years. We will take the total of



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