Question

In: Statistics and Probability

Please answer the following questions based on the given graph YEAR Year Number Domestic 1997 1...

Please answer the following questions based on the given graph

YEAR Year Number Domestic
1997 1 3210113
1998 2 3294244
1999 3 3150826
2000 4 3244421
2001 5 3358399
2002 6 3289148
2003 7 3326111
2004 8 3423024
2005 9 3772952
2006 10 4349081
2007 11 4937099
2008 12 5106860
2009 13 4704189

(1) Create a Time Series (Trend)Model  for  passengers on Domestic flights. (To zero decimal places) The predicted amount of passengers for 2010 on Domestic flights is ________.

(2) Create a Time Series (Trend)Model  for  passengers on Domestic flights. (To zero decimal places) On average, the number of passengers of domestic flights increase by ________each year, keeping all else equal.

(3)Create a GrowthModel  for  passengers on Domestic flights. (To zero decimal places) The predicted amount of passengers for 2010 on Domestic flights is ________.

(4)Create a Growth Model  for passengers on Domestic flights. (To two decimal places) On average, the number of passengers of domestic flights increase by ________percent each year, keeping all else equal.

(5) Based on R-squared which model is better for predicting passengers of domestic flights?
Time Series (Trend) Model
Growth Model

Solutions

Expert Solution

For part 1, the predicted amount of passengers for 2010 on Domestic flights is 4,914,712 passengers using the Trend function [=TREND(B2:B14,A2:A14,A15:A17)] in Excel 2007

For part 2, since it is a linear curve, the diffence in the trend will give increase in passengers per year, that is 161,811

For part 3, we use the Growth function [=GROWTH(C2:C14,B2:B14,B15)]

YEAR Domestic
1997 3210113
1998 3294244
1999 3150826
2000 3244421
2001 3358399
2002 3289148
2003 3326111
2004 3423024
2005 3772952
2006 4349081
2007 4937099
2008 5106860
2009 4704189
2010 4955973

4. We calculate the percentage [=(C16-C15)*100/C15] after extrapolating using the GROWTH function.

2011 5162572 4.17%
2012 5377784 4.17%
2013 5601967 4.17%
2014 5835496 4.17%
2015 6078760 4.17%
2016 6332164 4.17%
2017 6596133 4.17%

5.

[=CORREL(B2:B22,C2:C22)] and then it is squared, or else [=RSQ(B2:B22,C2:C22)]

2010 4914712
2011 5076523
2012 5238334
2013 5400145
2014 5561956
2015 5723767
2016 5885578
2017 6047389
0.964582
0.930419 0.930419

Table for growth

2010 4955973
2011 5162572 4.17%
2012 5377784 4.17%
2013 5601967 4.17%
2014 5835496 4.17%
2015 6078760 4.17%
2016 6332164 4.17%
2017 6596133 4.17%
0.968536
0.938062 0.938062

Although both have data around the mean, the higher R2 value of the growth model indicates that it is a better fit as compared to the trend model.


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