Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Try out: A government researcher is analyzing the relationship between retail sales and the gross national product (GNP).He also wonders whether there are significant differences

Try out: A government researcher is analyzing the relationship between retail sales and the gross national product (GNP).He also wonders whether there are significant differences in retail sales related to the quarters of the year, compared to the baseline of Q4. He collects ten years of quarterly data.

Year Quarter Retail sales (in millions) GNP (in billions)
2002 Q1 696048 9740.5
2002 Q2 753211 9983.5
2002 Q3 746875 10048.0
2002 Q4 792622 10184.9
2003 Q1 704757 10206.2
2003 Q2 779011 10350.9
2003 Q3 756128 10332.2
2003 Q4 827829 10463.1
2004 Q1 717302 10549.7
2004 Q2 790486 10634.7
2004 Q3 792657 10749.1
2004 Q4 833877 10832.2
2005 Q1 741233 10940.2
2005 Q2 819940 11073.6
2005 Q3 831222 11321.2
2005 Q4 875437 11508.3
2006 Q1 795916 11707.8
2006 Q2 871970 11864.2
2006 Q3 873695 12047.3
2006 Q4 938213 12216.6
2007 Q1 836952 12486.3
2007 Q2 932713 12613.0
2007 Q3 940880 12848.7
2007 Q4 987085 12994.1
2008 Q1 897180 13264.0
2008 Q2 987406 13423.3
2008 Q3 978211 13514.8
2008 Q4 1018775 13683.2
2009 Q1 923997 13859.8
2009 Q2 1016136 14087.6
2009 Q3 1002312 14302.9
2009 Q4 1062803 14489.9
2010 Q1 953358 14520.7
2010 Q2 1032919 14647.3
2010 Q3 1006551 14689.2
2010 Q4 966329 14317.2
2011 Q1 839625 14172.2
2011 Q2 919646 14164.2
2011 Q3 926265 14281.9
2011 Q4 985649 14442.8

  1. Load this data however you wish into R.
  2. Which variable is the response ?
  3. Since the researcher is interested in whether or not the Quarter of the year has an impact on retail sales, write R commands to create the dummy variables you need to recode the "Quarter" column, using Q4 as baseline.
  4. Using R, find the best MLR model for the data (disregard Year variable). Is the overall model significant? Justify with ANOVA hypotheses and p-value. Are the individual variables significant? If not, remove the insignificant variables stepwise, until all remaining variables are significant
  5. Predict retail sales in quarter 1 if GNP equals $13,000,000,000,000 (13,000 billion)
  6. Interpret the meaning of all significant slope coefficients in the "reduced" model.
  7. Look at the residual plots. Are there any patterns? Should we worry about the assumption of MLR?

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Finite Mathematics and Its Applications

Authors: Larry J. Goldstein, David I. Schneider, Martha J. Siegel, Steven Hair

12th edition

978-0134768588, 9780134437767, 134768582, 134437764, 978-0134768632

More Books

Students also viewed these Mathematics questions

Question

Discuss the origins of behavior therapy.

Answered: 1 week ago