In: Statistics and Probability
Quarter | Year 1 | Year 2 | Year 3 |
1 | 4 | 6 | 8 |
2 | 2 | 4 | 7 |
3 | 3 | 5 | 6 |
4 | 5 | 7 | 8 |
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 | 4 | ||
2 | 2 | |||
3 | 3 | |||
4 | 5 | |||
2 | 1 | 6 | ||
2 | 4 | |||
3 | 5 | |||
4 | 7 | |||
3 | 1 | 8 | ||
2 | 7 | |||
3 | 6 | |||
4 | 8 |
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Four quarter moving average is computed by taking four values at a time, computing the average and moving one step below. Repeat this process until we have a set of four values.
Eg. The first four quarter moving average is computed by
The second four quarter moving average is computed by
This process is repeated until we have set of 4 values to compute average.
The centered moving average is computed by calculating the average of 2 consecutive moving averages.
Eg. The first centered four quarter moving average is
This process is repeated until we have set of 2 moving average values to compute the centered average.
Steps to calculate seasonal index:
1. Compute seasonal average for every quarter:
Eg. Quarterly average of quarter 1 = 4+6+8/3 = 6
2. Compute the seasonal index for every year by the formula
3. Repeat step 2 for all years
4. Seasonal index is computed by averaging the seasonal index for every quarter
Steps to compute Adjusted Seasonal Index
1. Compute quarterly totals for all quarters
Eg Quarterly total 1 = 4+6+8 = 18
2. Compute overall total of values
3. Divide the quarterly total by overall total to get the adjusted seasonal index