In: Statistics and Probability
Despite the growth in digital entertainment, the nation’s 400 amusement parks have managed to hold on to visitors. A manager collects data on the number of visitors (in millions) to amusement parks in the United States. A portion of the data is shown in the accompanying table.
Year | Visitors |
2000 | 329 |
2001 | 319 |
⋮ | ⋮ |
2007 | 333 |
SOURCE: International Association of Amusement Parks and
Attractions.
Click here for the Excel Data File
Year | Visitors |
2000 | 329 |
2001 | 319 |
2002 | 308 |
2003 | 302 |
2004 | 308 |
2005 | 319 |
2006 | 357 |
2007 | 333 |
a. Estimate the linear trend model to make forecasts for 2008. (Round your answers to 2 decimal places.)
yˆ =
b. Estimate the exponential trend model to make
forecasts for 2008. (Round your answers to 2 decimal
places.)
yˆ =
a)
x | y | (x-x̅)² | (y-ȳ)² | (x-x̅)(y-ȳ) |
1 | 329 | 12.25 | 50.77 | -24.94 |
2 | 319 | 6.25 | 8.27 | 7.19 |
3 | 308 | 2.25 | 192.52 | 20.81 |
4 | 302 | 0.25 | 395.02 | 9.94 |
5 | 308 | 0.25 | 192.52 | -6.94 |
6 | 319 | 2.25 | 8.27 | -4.31 |
7 | 357 | 6.25 | 1233.77 | 87.81 |
8 | 333 | 12.25 | 123.77 | 38.94 |
ΣX | ΣY | Σ(x-x̅)² | Σ(y-ȳ)² | Σ(x-x̅)(y-ȳ) | |
total sum | 36 | 2575 | 42 | 2204.9 | 128.50 |
mean | 4.50 | 321.88 | SSxx | SSyy | SSxy |
sample size , n = 8
here, x̅ = Σx / n= 4.50 ,
ȳ = Σy/n = 321.88
SSxx = Σ(x-x̅)² = 42.0000
SSxy= Σ(x-x̅)(y-ȳ) = 128.5
estimated slope , ß1 = SSxy/SSxx = 128.5
/ 42.000 = 3.0595
intercept, ß0 = y̅-ß1* x̄ =
308.1071
so, regression line is Ŷ =
308.1071 + 3.0595
*x
Predicted Y at X= 9 is
Ŷ = 308.10714 +
3.059524 * 9 =
335.64
forecasts for 2008 = 335.64
..................
b)
exponential trend model to make forecasts for 2008 =
335.04