Question

In: Statistics and Probability

According to the Energy Information Administration, the United States consumes about 21 million barrels (882 million...

According to the Energy Information Administration, the United States consumes about 21 million barrels (882 million gallons) of petroleum each day. About half of this consumption is in the form of gasoline. Table 18.2 shows a portion of weekly U.S. finished motor gasoline production, measured in thousands of barrels per day.

1. Construct a 3-period moving average series for the data.

2.) Plot production and its corresponding 3-period moving average, and comment on any differences.

3.) Using the 3-period moving average series, forecast gasoline production on May 29, 2009 (week 22).

4.) Calculate the mean square error, MSE, and the mean absolute deviation,

Date Week Production
January 2, 2009 1 9115
January 9, 2009 2 8813
January 16, 2009 3 8729
January 23, 2009 4 8660
January 30, 2009 5 8679
February 6, 2009 6 8492
February 13, 2009 7 8765
February 20, 2009 8 8937
February 27, 2009 9 9003
March 6, 2009 10 8539
March 13, 2009 11 8868
March 20, 2009 12 8723
March 27, 2009 13 8733
April 3, 2009 14 8966
April 10, 2009 15 8913
April 17, 2009 16 9088
April 24, 2009 17 8790
May 1, 2009 18 8918
May 8, 2009 19 8710
May 15, 2009 20 8735
May 22, 2009 21 9378

Solutions

Expert Solution

1. Construct a 3-period moving average series for the data.

Ans:

Week Production 3-period moving average
1 9115
2 8813 8885.667
3 8729 8734
4 8660 8689.333
5 8679 8610.333
6 8492 8645.333
7 8765 8731.333
8 8937 8901.667
9 9003 8826.333
10 8539 8803.333
11 8868 8710
12 8723 8774.667
13 8733 8807.333
14 8966 8870.667
15 8913 8989
16 9088 8930.333
17 8790 8932
18 8918 8806
19 8710 8787.667
20 8735 8941
21 9378

2.) Plot production and its corresponding 3-period moving average, and comment on any differences.

Comment The corresponding 3-period moving average has slightly smoother than the actual data plot.

3.) Using the 3-period moving average series, forecast gasoline production on May 29, 2009 (week 22).

Ans: Using the 3-period moving average series, forecast gasoline production on May 29, 2009 is  8941.

4.) Calculate the mean square error, MSE, and the mean absolute deviation,

Ans:

MSE=MSD = 24172.7

mean absolute deviation=MAD = 117.5

s


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