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Unit 11: Analysis of Time Series




                                                                                                Notes
                                 Years    I     II     III   IV
                                 2007   102.36   91.99   89.46   98.15
                                  2008  110.21 102.86 103.62 111.02
                                  2009  116.86   99.24   94.92   88.81
                                  2010  103.27   95.40   89.16 102.20
                                 Total  432.70 389.49 377.16 400.18
                                Average  108.18   97.37   94.29 100.05
                                   I
                                  S . .  108.20   97.40   94.32 100.08
                                399.89
          Note: Grand Average,  G      99.97
                                  4
                 Example: Find seasonal variations  by the ratio to trend method,  from the  following
          data:

                                   Year  - I Qr  II -Qr  III -Qr  IV -Qr
                                   2006  30   40    36     34
                                   2007  34   52    50     44
                                   2008  40   58    54     48
                                   2009  54   76    68     62
                                   2010  80   92    86     82
          Solution:
          First we fit a linear trend to the annual totals.

                                       Annual Totals          2
                                 Years             X    XY   X
                                                ( )
                                            Y
                                 2006      140      2   280   4
                                 2007      180      1   180   1
                                 2008      200        0       0  0
                                 2009      260        1    260  1
                                 2010      340        2    680  4
                                 Total    1120        0    480  10
                  1120           480
          Now  a       224 and b     48.
                   5             10
             The trend equation is Y = 224 + 48X, origin : 1st July 2008, unit of X = 1 year.
                                        224  48
          The quarterly trend equation is Y =  +  X = 56 +3X, origin: 1st July 2008, unit of X = 1
                                         4   16
          quarter.
          Shifting the origin to III quarter of 2008, we get
                                    1
                         Y = 56 + 3(X +  ) = 57.5 + 3X
                                    2












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