Good Day, Kindly requesting assistance with this practice question. Any help would be appreciated. Using the below table kindly do the following. Using R-Studio, estimate a regression equation to determine the effect of population, GNIand reserves and related items on imports.(All codes and regression output should be provided). (i) Write down the regression equation. (1 mark) (ii) Interpret the coefficients and determine which of the individual coefficients in theregression model are statistically significant. In responding, construct and test anyappropriate hypothesis. (6 marks) (iii) Interpret the coefficient of determination. (2 marks) (iv) Using the 10% level of significance, determine and discuss whether the overallregression equation is statistically significant. In responding, construct and testany appropriate hypothesis. (4 marks) (v) Determine and interpret the confidence interval for the independent variable(s). (6marks) (b) Using R-Studio redo the regression analysis with the consumer price index as anadditional independent variable. (All codes and regression output should be provided). (i) Write down the regression equation. (1 mark) (ii) Use the 5% level of significance, determine and discuss whether the consumerprice index has a significant impact on imports in your assigned country. Inresponding, construct and test any appropriate hypothesis. (4 marks) 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 Imports of goods and services 498,908,791,526.17 532,805,772,467.73 548,359,979,520.20 609,344,249,619.14 653,727,592,292.00 649,254,591,287.80 654,322,396,165.11 731,362,678,944.51 890,714,492,767.79 1,033,545,761,324.64 1,281,846,469,334.98 1,517,063,709,363.89 1,464,765,395,402.65 987,689,762,379.35 1,035,627,568,686.95 (BoP, current US$) Population,total 58,166,950 58,316,954 58,487,141 58,682,466 58,892,514 59,119,673 59,370,479 59,647,577 59,987,905 60,401,206 60,846,820 61,322,463 61,806,995 62,276,270 62,766,365 GNI (current US$) 1,375,561,737,909.52 1,538,247,125,081.86 1,662,603,292,480.95 1,682,082,187,348.33 1,670,131,638,674.53 1,658,734,705,628.33 1,806,396,882,494 2,077,931,428,571.43 2,441,457,341,633.10 2,569,580,000,000 2,697,812,327,506.90 3,062,292,917,166.87 2,890,751,838,235.29 2,392,568,935,971.33 2,486,575,029,070.35 Consumer price index (2010 = 100) 76.04031811 77.71407435 79.12890697 80.51599778 81.4684668 82.71684853 83.97447753 85.13038654 86.31403736 88.11725541 90.28111707 92.43573146 95.69077122 97.56796745 100 Reserves and related items (BoP, current US$) -652,577,297.42 -3,904,203,681.30 -256,917,892.31 -1,035,942,016.04 5,298,826,796.66 -4,453,587,210.82 -633,277,728.64 -2,590,173,279.81 406,797,606.18 1,732,045,781.29 -1,303,271,672.22 2,571,704,014.43 -3,073,543,999.93 9,561,489,759.48 10,009,563,295.90
Good Day, Kindly requesting assistance with this practice question. Any help would be appreciated.
Using the below table kindly do the following.
Using R-Studio, estimate a regression equation to determine the effect of population, GNI
and reserves and related items on imports.
(All codes and regression output should be provided).
(i) Write down the regression equation. (1 mark)
(ii) Interpret the coefficients and determine which of the individual coefficients in the
regression model are statistically significant. In responding, construct and test any
appropriate hypothesis. (6 marks)
(iii) Interpret the coefficient of determination. (2 marks)
(iv) Using the 10% level of significance, determine and discuss whether the overall
regression equation is statistically significant. In responding, construct and test
any appropriate hypothesis. (4 marks)
(v) Determine and interpret the confidence interval for the independent variable(s). (6
marks)
(b) Using R-Studio redo the regression analysis with the consumer price index as an
additional independent variable. (All codes and regression output should be provided).
(i) Write down the regression equation. (1 mark)
(ii) Use the 5% level of significance, determine and discuss whether the consumer
price index has a significant impact on imports in your assigned country. In
responding, construct and test any appropriate hypothesis. (4 marks)
1996 | 1997 | 1998 | 1999 | 2000 | 2001 | 2002 | 2003 | 2004 | 2005 | 2006 | 2007 | 2008 | 2009 | 2010 | |
Imports of goods and services | 498,908,791,526.17 | 532,805,772,467.73 | 548,359,979,520.20 | 609,344,249,619.14 | 653,727,592,292.00 | 649,254,591,287.80 | 654,322,396,165.11 | 731,362,678,944.51 | 890,714,492,767.79 | 1,033,545,761,324.64 | 1,281,846,469,334.98 | 1,517,063,709,363.89 | 1,464,765,395,402.65 | 987,689,762,379.35 | 1,035,627,568,686.95 |
(BoP, current US$) | |||||||||||||||
Population,total | 58,166,950 | 58,316,954 | 58,487,141 | 58,682,466 | 58,892,514 | 59,119,673 | 59,370,479 | 59,647,577 | 59,987,905 | 60,401,206 | 60,846,820 | 61,322,463 | 61,806,995 | 62,276,270 | 62,766,365 |
GNI (current US$) | 1,375,561,737,909.52 | 1,538,247,125,081.86 | 1,662,603,292,480.95 | 1,682,082,187,348.33 | 1,670,131,638,674.53 | 1,658,734,705,628.33 | 1,806,396,882,494 | 2,077,931,428,571.43 | 2,441,457,341,633.10 | 2,569,580,000,000 | 2,697,812,327,506.90 | 3,062,292,917,166.87 | 2,890,751,838,235.29 | 2,392,568,935,971.33 | 2,486,575,029,070.35 |
Consumer price index (2010 = 100) | 76.04031811 | 77.71407435 | 79.12890697 | 80.51599778 | 81.4684668 | 82.71684853 | 83.97447753 | 85.13038654 | 86.31403736 | 88.11725541 | 90.28111707 | 92.43573146 | 95.69077122 | 97.56796745 | 100 |
Reserves and related items (BoP, current US$) | -652,577,297.42 | -3,904,203,681.30 | -256,917,892.31 | -1,035,942,016.04 | 5,298,826,796.66 | -4,453,587,210.82 | -633,277,728.64 | -2,590,173,279.81 | 406,797,606.18 | 1,732,045,781.29 | -1,303,271,672.22 | 2,571,704,014.43 | -3,073,543,999.93 | 9,561,489,759.48 | 10,009,563,295.90 |
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