Question
A statistical program is recommended. The quarterly sales data (number of copies sold) for a college textbook over the past three years follow. Quarter Year
A statistical program is recommended.
The quarterly sales data (number of copies sold) for a college textbook over the past three years follow.
Quarter | Year 1 | Year 2 | Year 3 |
---|---|---|---|
1 | 1,690 | 1,800 | 1,850 |
2 | 940 | 900 | 1,100 |
3 | 2,625 | 2,900 | 2,930 |
4 | 2,500 | 2,360 | 2,615 |
(a)
Construct a time series plot.
What type of pattern exists in the data?
There appears be an upward linear trend but no seasonal pattern in the data.
There appears be a downward linear trend but no seasonal pattern in the data.
There appears to be a seasonal pattern in the data and perhaps a moderate downward linear trend.
There appears to be a seasonal pattern in the data and perhaps a moderate upward linear trend.
(b)
Use a regression model with dummy variables as follows to develop an equation to account for seasonal effects in the data. (Round your numerical values to the nearest integer.)
Qrt1 = 1 if quarter 1, 0 otherwise; Qrt2 = 1 if quarter 2, 0 otherwise; Qrt3 = 1 if quarter 3, 0 otherwise
t = { }
(c)
Using the equation developed in part (b), compute the quarterly forecasts for year 4. (Round your answers to the nearest ten.)
quarter 1 forecast ( )
quarter 2 forecast ( )
quarter 3 forecast ( )
quarter 4 forecast ( )
(d) Let t = 1 refer to the observation in Quarter 1 of Year 1; let t = 2 refer to the observation in Quarter 2 of Year 1; and t = 12
to refer to the observation in Quarter 4 of Year 3. Using the dummy variables defined in part (b) and also using t, develop an equation to account for seasonal effects and any linear trend in the time series. (Round your numerical values to the nearest integer.)
t = ( )
Based upon the seasonal effects in the data and linear trend, compute the quarterly forecasts for year 4. (Round your answers to the nearest ten.)
quarter 1 forecast ( )
quarter 2 forecast ( )
quarter 3 forecast ( )
quarter 4 forecast ( )
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started