A textbook publishing company has compiled data on total annual
sales of its business texts for the preceding nine years:
| Year | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| Sales (000): | 37.20 | 44.80 | 47.40 | 51.60 | 55.70 | 57.30 | 60.50 | 69.90 | 73.80 |
a. Using an appropriate model, forecast textbook sales for
each of the next five years. (Round your intermediate
calculations to 3 decimal places and final answers to 2 decimal
places.)
| Year | 10 | 11 | 12 | 13 | 14 | |
| Forecast | ||||||
a.
Using linear trend equation,
| Year | 10 | 11 | 12 | 13 | 14 |
| Forecast | 76.49 | 80.71 | 84.94 | 89.16 | 93.39 |
calculation
| Year (x) | Sales (000): (y) | xy | x2 | |
| 1 | 37.2 | 37.2 | 1 | |
| 2 | 44.8 | 89.6 | 4 | |
| 3 | 47.4 | 142.2 | 9 | |
| 4 | 51.6 | 206.4 | 16 | |
| 5 | 55.7 | 278.5 | 25 | |
| 6 | 57.3 | 343.8 | 36 | |
| 7 | 60.5 | 423.5 | 49 | |
| 8 | 69.9 | 559.2 | 64 | |
| 9 | 73.8 | 664.2 | 81 | |
| Total | 45 | 498.2 | 2744.6 | 285 |
x-bar = Sum(x)/n = 45/9 = 5
y-bar = Sum(y)/n = 498.2/9 = 55.35555556 = 55.356 (Rounded to 3
decimal places)
b = (Sum(xy) – n*x-bar*y-bar)/(Sum(x2) – n*x-bar*x-bar) =
(2744.6-9*5*55.356)/(285–9*5*5)
= 253.58/60= 4.226333333 = 4.226(Rounded to 3 decimal
places)
a = y-bar –b*x-bar
= 55.356-4.226*5 = 34.226
Regression equation is y = a + bx,
we get following regression equation by substituting values of a
and b
Regression equation is y =34.226 + 4.226x

Formula

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