In: Statistics and Probability
Consider the following time series data.
| Quarter | Year 1 | Year 2 | Year 3 | 
| 1 | 4 | 6 | 7 | 
| 2 | 2 | 3 | 6 | 
| 3 | 3 | 5 | 6 | 
| 4 | 5 | 7 | 8 | 
Compute seasonal indexes and adjusted seasonal indexes for the four quarters (to 3 decimals).
| Quarter | Seasonal Index  | 
Adjusted Seasonal Index  | 
| 1 | (___) | (___) | 
| 2 | (___) | (___) | 
| 3 | (___) | (___) | 
| 4 | (___) | (___) | 
| Total | (___) | 
Consider the following time series data.
| Quarter | Year 1 | Year 2 | Year 3 | 
| 1 | 5 | 5 | 6 | 
| 2 | 2 | 4 | 5 | 
| 3 | 4 | 6 | 6 | 
| 4 | 7 | 5 | 8 | 
b. Show the four-quarter and centered moving average values for this time series (to 3 decimals if necessary).
| Year | Quarter | Time Series Value | Four-Quarter Moving Average | Centered Moving Average | 
| 1 | 1 | 5 | ||
| 2 | 2 | |||
| (___) | ||||
| 3 | 4 | (___) | ||
| (___) | ||||
| 4 | 7 | (___) | ||
| (___) | ||||
| 2 | 1 | 5 | (___) | |
| (___) | ||||
| 2 | 4 | (___) | ||
| (___) | ||||
| 3 | 6 | (___) | ||
| (___) | ||||
| 4 | 5 | (___) | ||
| (___) | ||||
| 3 | 1 | 6 | (___) | |
| (___) | ||||
| 2 | 5 | (___) | ||
| (___) | ||||
| 3 | 6 | |||
| 4 | 8 | 
c. Compute seasonal indexes and adjusted seasonal indexes for the four quarters (to 3 decimals).
| Quarter | Seasonal Index  | 
Adjusted Seasonal Index  | 
| 1 | (___) | (___) | 
| 2 | (___) | (___) | 
| 3 | (___) | (___) | 
| 4 | (___) | (___) | 
| Total | (___) | 
Answer :
By using Excel
Path :Data < Data analysis
a) we have to obtain seasonal index and adjusted seasonal index
For seasonal index ,
| year | ||||
| 1 | 2 | 3 | ||
| 1 | 4 | 6 | 7 | |
| 
 Quarter  | 
2 | 2 | 3 | 6 | 
| 3 | 3 | 5 | 6 | |
| 4 | 5 | 7 | 8 | |
| 
 total  | 
14 | 21 | 27 | |
| 
 average  | 
3.5 | 5.25 | 6.75 | 
Seasonal index = average ( actual value / average of of year)
eg.
1. SI= 4 / 3.5 = 1.107
| year | |||||
| 1 | 2 | 3 | Seasonal index | ||
| 1 | 1.142857 | 1.142857 | 1.037037 | 1.107 | |
| 
 Quarter  | 
2 | 0.571429 | 0.571429 | 0.888889 | 0.677 | 
| 3 | 0.857143 | 0.952381 | 0.888889 | 0.899 | |
| 4 | 1.428571 | 1.333333 | 1.185185 | 1.315 | |
| total= | 4 | 
For adjusted seasonal index,
Adjusted seasonal index = Actual value / seasonal index
| year | ||||
| 1 | 2 | 3 | ||
| 1 | 3.611 | 5.417 | 6.320 | |
| 
 Quarter  | 
2 | 2.953 | 4.429 | 8.859 | 
| 3 | 3.335 | 5.558 | 6.670 | |
| 4 | 3.800 | 5.320 | 6.080 | 
b) we obtain four year moving average and centering moving average,
| Quarter | year | Four year moving average | centered moving average | 
| 1 | 5 | ||
| 2 | 2 | ||
| 3 | 4 | ||
| 4 | 7 | 4.5 | |
| 1 | 5 | 4.5 | 4.5 | 
| 2 | 4 | 5 | 4.75 | 
| 3 | 6 | 5.5 | 5.25 | 
| 4 | 5 | 5 | 5.25 | 
| 1 | 6 | 5.25 | 5.125 | 
| 2 | 5 | 5.5 | 5.375 | 
| 3 | 6 | 5.5 | 5.5 | 
| 4 | 8 | 6.25 | 5.875 |