Question

In: Math

Consider the following time series:QuarterYear 1Year 2Year 31696660...

Consider the following time series:

QuarterYear 1Year 2Year 3
1696660
2443646
3606255
4798273
(a)Choose a time series plot.



- Select your answer -Graph (i)Graph (ii)Graph (iii)Graph (iv)Item 1

What type of pattern exists in the data? Is there an indication of a seasonal pattern?

- Select your answer -Positive trend pattern, no seasonality. Horizontal pattern, no seasonality, Negative trend pattern, no seasonality, Positive trend pattern, with seasonality, Horizontal pattern, with seasonality
(b)Use a multiple linear regression model with dummy variables as follows to develop an equation to account for seasonal effects in the data: Qtr1 = 1 if quarter 1, 0 otherwise;Qtr2 = 1 if quarter 2, 0 otherwise;Qtr3 = 1 if quarter 3, 0 otherwise. For subtractive or negative numbers use a minus sign even if there is a + sign before the blank. (Example: -300)

ŷ = ___ + ___Qtr1 + ___Qtr2 + ___ Qtr3
(c)Compute the quarterly forecasts for next year.

YearQuarterFt41__42__43__44__

Solutions

Expert Solution

1) graph(iv)

Horizontal pattern, with seasonality

b)

Quarter Period Qtr1 Qtr2 Qtr3 Series
1 1 1 0 0 69
2 2 0 1 0 44
3 3 0 0 1 60
4 4 0 0 0 79
1 5 1 0 0 66
2 6 0 1 0 36
3 7 0 0 1 62
4 8 0 0 0 82
1 9 1 0 0 60
2 10 0 1 0 46
3 11 0 0 1 55
4 12 0 0 0 73

Applying multiple regression on above data:

y^ =78+(-13)*Qtr1+(-36)*Qtr2+(-19)*Qtr3

c)

forecast for 1st qtr of next year = 65
forecast for 2nd qtr of next year = 42
forecast for 3rd qtr of next year = 59
forecast for 4th qtr of next year = 78

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