Data set 1 has coffee exports (thousands of 60-kilo bags) for December 2000 and total exports for 2001 for 42 coffee exporting countries excluding the three largest exporters (Brazil, Colombia, and Vietnam). A scatterplot is shown below.
Commodity traders would like to use December export figures from a particular country to predict total exports from that country in the coming year.
a) Use the data to come up with an equation for predicting total 2001 exports from December 2000 exports.
b) Assume that the equation you found in part “a” will apply to any year. If the coffee export of a country in December is 100, within what range would we expect to find the total exports for that country to fall in the coming year.
(first part)2001exports(y)=102.0316+13.7220*2000exports(x)
here dependent variable y=2001exports and independent variable x=2000exports
(second part) expected range would be 1322.29 to 1626.17
for x=100, y=102.0316+13.7220*100=1474.2316
95% confidence interval=1474.232.021*490.4899*sqrt(1/49+(100-65.49)*(100-65.49)/386007)=1474.23151.94=
(1322.29, 1626.17)
following regression analysis information has been generated using ms-excel
SUMMARY OUTPUT | ||||||
Regression Statistics | ||||||
Multiple R | 0.930698582 | |||||
R Square | 0.866199851 | |||||
Adjusted R Square | 0.862854848 | |||||
Standard Error | 490.4898924 | |||||
Observations | 42 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 1 | 62299079 | 62299079 | 258.9533 | 4.54E-19 | |
Residual | 40 | 9623213 | 240580.3 | |||
Total | 41 | 71922292 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | 102.0315924 | 94.10681 | 1.08421 | 0.284763 | -88.1654 | 292.2286 |
X Variable 1 | 13.72197913 | 0.852719 | 16.09203 | 4.54E-19 | 11.99857 | 15.44539 |
following data has been used for the analysis, please check as it was supplied in image form
year2000 | year2001 |
0 | 180.3 |
0 | 1.83 |
0.13 | 3.39 |
0.3 | 3.01 |
0.76 | 193.05 |
1 | 11 |
1.09 | 26.31 |
1.43 | 34.16 |
2.09 | 29.47 |
2.45 | 17.25 |
3.15 | 93.64 |
4.26 | 82.49 |
4.58 | 106.44 |
5.37 | 294.6 |
7 | 124.63 |
8 | 73 |
8.34 | 47.68 |
9.27 | 63.71 |
9.88 | 109.23 |
10.68 | 1169.71 |
15.87 | 56.93 |
20.1 | 99.53 |
23.37 | 199.33 |
29.77 | 1167.08 |
32.55 | 294.83 |
41.06 | 303.18 |
58.66 | 1079.98 |
70.49 | 754.29 |
72.83 | 1364.59 |
77.66 | 1390.99 |
97.65 | 982.44 |
102.36 | 866.16 |
118.9 | 1521.64 |
128.99 | 2054.66 |
140.78 | 3964.27 |
152.49 | 2396 |
175.98 | 3521.39 |
176.98 | 2391.61 |
232.43 | 3053.3 |
260.72 | 4439.59 |
318.31 | 3408.33 |
326.98 | 4110.38 |
Data set 1 has coffee exports (thousands of 60-kilo bags) for December 2000 and total exports for 2001 for 42 coffee exporting countries excluding the three largest exporters (Brazil, Colombia, and V...