3. Using the data provided, perform the following operations: a) Run the regress
ID: 3205810 • Letter: 3
Question
3. Using the data provided, perform the following operations: a) Run the regression, where ct is real consumption and yt is real GNP (i.e., divide by the price level). Report estimates of a and B. Do not use any statistical package. You may use a spreadsheet program to manipulate numbers. b) Report t-statistics for a and B. c) Report an F-statistic for the regression equation. d) Report an R2 for the regression equation. e) What is a 95% confidence interval for B? f If al GNP is 80, what is your prediction for real consumption? Pro- vide a 90% confidence interval.Explanation / Answer
Year
GNP
Real GNP
Disposable Income
Net Personal Saving as Percentage of Disposable Income
Personal Saving
Consumption
1929
103.1
203.6
83.3
5
4.165
79.135
1931
75.8
169.3
64
4.1
2.624
61.376
1933
55.6
141.5
45.5
-2
-0.91
46.41
1935
72.7
159.5
58.5
3.7
2.1645
56.3355
1937
90.4
203.2
71.2
5.3
3.7736
67.4264
1938
84.7
192.9
65.5
1.1
0.7205
64.7795
1939
90.5
209.4
70.3
3.7
2.6011
67.6989
1940
99.7
227.2
75.7
5.1
3.8607
71.8393
1941
124.5
263.7
92.7
11.8
10.9386
81.7614
1942
157.9
297.8
116.9
23.6
27.5884
89.3116
1944
210.1
361.3
146.3
25.5
37.3065
108.9935
1945
212
355.2
150.2
19.7
29.5894
120.6106
1946
208.5
312.6
160
9.5
15.2
144.8
1948
257.6
323.7
189.1
7.1
13.4261
175.6739
1949
256.5
324.1
188.6
5
9.43
179.17
1950
284.8
355.3
206.9
6.3
13.0347
193.8653
1951
328.4
383.4
226.6
7.6
17.2216
209.3784
1952
345.5
395.1
238.3
7.6
18.1108
220.1892
1953
364.6
412.8
252.6
7.2
18.1872
234.4128
1954
364.8
407
257.4
6.4
16.4736
240.9264
1955
398
438
275.3
5.7
15.6921
259.6079
1956
419.2
446.1
293.2
7
20.524
272.676
1957
441.1
452.5
308.5
6.7
20.6695
287.8305
1958
447.3
447.3
318.8
7
22.316
296.484
1959
483.7
475.9
337.3
5.6
18.8888
318.4112
1960
503.8
487.7
350
4.9
17.15
332.85
1961
520.1
497.2
364.4
5.8
21.1352
343.2648
1962
580.3
529.8
385.3
5.6
21.5768
363.7232
1963
590.5
551
404.6
4.9
19.8254
384.7746
Personal Saving=Disposable Income* Net Personal Saving as Percentage of Disposable Income/100
Consumption= Disposable Income- Personal Saving
SUMMARY OUTPUT
Regression Statistics
Multiple R
0.961007
R Square
0.923535
Adjusted R Square
0.920703
Standard Error
30.51784
Observations
29
ANOVA
df
SS
MS
F
Significance F
Regression
1
303713.7
303713.7
326.1046
1.33E-16
Residual
27
25146.14
931.3383
Total
28
328859.9
Coefficients
Standard Error
t Stat
P-value
Lower 95%
Upper 95%
Lower 95.0%
Upper 95.0%
Intercept
-114.401
17.53712
-6.52334
5.39E-07
-150.384
-78.4174
-150.384
-78.4174
Real GNP
0.867044
0.048013
18.05837
1.33E-16
0.768528
0.965559
0.768528
0.965559
b)
t-statistic for intercept is 6.52 and for Real GNP is 18.06
c)
F-statitic is 326.1046
d)
R^2=0.923535
e)
95% confidence interval is Lower limit=0.768528 and Upper limit=0.965559
f)
The equation is
-114.401+0.867044(Real GNP)
-114.401+0.867044(80)
-114.401+69.36
-45.04
Year
GNP
Real GNP
Disposable Income
Net Personal Saving as Percentage of Disposable Income
Personal Saving
Consumption
1929
103.1
203.6
83.3
5
4.165
79.135
1931
75.8
169.3
64
4.1
2.624
61.376
1933
55.6
141.5
45.5
-2
-0.91
46.41
1935
72.7
159.5
58.5
3.7
2.1645
56.3355
1937
90.4
203.2
71.2
5.3
3.7736
67.4264
1938
84.7
192.9
65.5
1.1
0.7205
64.7795
1939
90.5
209.4
70.3
3.7
2.6011
67.6989
1940
99.7
227.2
75.7
5.1
3.8607
71.8393
1941
124.5
263.7
92.7
11.8
10.9386
81.7614
1942
157.9
297.8
116.9
23.6
27.5884
89.3116
1944
210.1
361.3
146.3
25.5
37.3065
108.9935
1945
212
355.2
150.2
19.7
29.5894
120.6106
1946
208.5
312.6
160
9.5
15.2
144.8
1948
257.6
323.7
189.1
7.1
13.4261
175.6739
1949
256.5
324.1
188.6
5
9.43
179.17
1950
284.8
355.3
206.9
6.3
13.0347
193.8653
1951
328.4
383.4
226.6
7.6
17.2216
209.3784
1952
345.5
395.1
238.3
7.6
18.1108
220.1892
1953
364.6
412.8
252.6
7.2
18.1872
234.4128
1954
364.8
407
257.4
6.4
16.4736
240.9264
1955
398
438
275.3
5.7
15.6921
259.6079
1956
419.2
446.1
293.2
7
20.524
272.676
1957
441.1
452.5
308.5
6.7
20.6695
287.8305
1958
447.3
447.3
318.8
7
22.316
296.484
1959
483.7
475.9
337.3
5.6
18.8888
318.4112
1960
503.8
487.7
350
4.9
17.15
332.85
1961
520.1
497.2
364.4
5.8
21.1352
343.2648
1962
580.3
529.8
385.3
5.6
21.5768
363.7232
1963
590.5
551
404.6
4.9
19.8254
384.7746
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