Page 315 - DECO504_STATISTICAL_METHODS_IN_ECONOMICS_ENGLISH
P. 315

Statistical Methods in Economics


                   Notes                      The trend values are obtained by substituting the X’s and X ’s into the trend equation.
                                                                                            2
                                              These values have been given in the last column of Table 24.2.
                                              Suppose we want to forecast India’s exports of engineering goods for the year 1989,
                                              we observe that 1989 is 6 years ahead of the origin for the equation established above.
                                              Thus, when this value of X (= 6), is substituted into the second degree equation, we
                                              get
                                                             Y  (1989) = 193.45 + 72.33 X + 15.98 X 2
                                                              cal
                                                                = 193.45 + 72.33 (6) + 15.98 (6) 2
                                                                = 1202.70
                                              Based upon the past trend, we can conclude that India’s exports of engineering goods
                                              during 1989 would be Rs. 1202.70 crores. This extra-ordinarily large forecast suggests,
                                              however, that we must be more careful in forecasting with a parabolic curve than
                                              when using a linear trend. The slope of the second degree equation is continually
                                              increasing. Therefore, the parabolic curve may become a poor estimator as we attempt
                                              to predict further into the future.
                                  Example 3:  Below are given the figures of production in (thousand quintals) of a sugar factory:
                                      Year:                1992    1993    1994    1995    1996    1997   1998

                                      Production            80      90      92      83      94     99      92
                                      (in ‘000 quintals):

                                              (i)  Fit a straight line trend to these figures.
                                              (ii)  Plot these figures on a graph and show the trend line.
                                              (iii) Estimate the production in 2001.
                                  Solution:
                                                       (i) FITTING THE STRAIGHT LINE TREND

                                       Year      Production        X           XY          X 2     Trend values
                                        X        (‘000 qtls.) Y                                        Y
                                                                                                        c
                                       1992          80           – 3         – 240        9           84
                                       1993          90           – 2         – 180        4           86
                                       1994          92           – 1          – 92        1           88
                                       1995          83             0            0         0           90
                                       1996          94           + 1          + 94        1           92
                                       1997          99           + 2         + 198        4           94
                                       1998          92           + 3         + 276        9           96

                                                                                           2
                                       N = 7      ∑ Y  = 630     ∑ X  = 0   ∑ XY  = 56  ∑ X  = 28   ∑ Y c  = 630
                                              The equation of the straight line trend is
                                                              Y = a + bX
                                                               c
                                              Since         ∑X = 0

                                                                  ∑Y      ∑XY
                                                              a =    , b =   2
                                                                   N      ∑X
                                              Here          ∑Y = 630, N = 7,  ∑XY  = 56,  ∑X  = 28,
                                                                                       2


         310                              LOVELY PROFESSIONAL UNIVERSITY
   310   311   312   313   314   315   316   317   318   319   320