In: Statistics and Probability
The data worksheet entitled "FUELCON4" contains the following variables for all 50 states plus the District of Columbia.
FUELCON (y): | Per capita fuel consumption in gallons |
DRIVERS (x1): | The ratio of licensed drivers to private and commercial motor vehicles registered |
HWYMILES (x2): | The number of miles of federally funded highways |
GASTAX (x3) : | The tax per gallon of gasoline in cents |
INCOME (x4): | The average household income in dollars |
Run the regression analysis with FUELCON as the dependent
variable and the other four variables as independent variables and
obtain the appropriate model diagnostic statistics: Use the
Shapiro-Wilk teststatistic to test the assumption
of the normality of the model residuals.
(a) What is being tested here? (Choose one)
The assumption of linearity.The assumption of normally-distributed disturbances. Whether there is a linear relationship between x and y.The assumption of constant variance.The assumption of independence.Whether all of the x variables are important in predicting y.
(b) Which hypotheses are being tested? (Choose one)
H0: β1 = 1.0
Ha: β1 ≠ 1.0H0:
All of the x variables in the model are not
important
Ha: Atleast one of the x variables is
important H0: The model
variance is constant
Ha: The model variance is not
constantH0: Disturbances are normal
Ha: Disturbances are
non-normalH0: β1 = 0
Ha: β1 ≠ 0
(c) State the decision rule.
Reject H0 if p < 0.10.
Do not reject H0 if p ≥ 0.10.Reject
H0 if p > 0.10.
Do not reject H0 if p ≤
0.10. Reject H0 if
p < 0.05.
Do not reject H0 if p ≥ 0.05.Reject
H0 if p > 0.05.
Do not reject H0 if p ≤ 0.05.
(d) What is the name of the test statistic? (Choose one)
Anderson-Darling's A2Shapiro-Wilk's W Test of Constant VarianceKolmogorov-Smirnov's DThe Partial F TestTest of Independence
(e) State the appropriate test statistic name, test statistic
value, and the associated p-value (Enter the test
statistic value to three decimal places, and the p-value
to four decimal places).
---Select--- z A D F t W = ,
p ---Select--- < ≥ ≤ >
=
(f) What conclusion can be drawn from the test result?
Do not reject H0.The assumption of
normally-distributed disturbances has been met.Do not reject
H0. The assumption of independence has been
met. Reject H0. There is
a linear relationship between x and y.Reject
H0. The assumption of independence has not been
met.Do not reject H0. There is not a linear
relationship between x and y.Reject
H0. The assumption of constant variance has not
been met.Do not reject H0. The assumption of
constant variance has been met.Reject H0. The
assumption of normally-distributed disturbances has not been
met.
FUELCON | DRIVERS | HWYMILES | GASTAX | INCOME |
547.92 | 0.85 | 11,849 | 18 | 24426 |
440.38 | 0.81 | 4,532 | 8 | 30997 |
456.9 | 0.9 | 9,455 | 18 | 25479 |
530.08 | 1.07 | 7,949 | 21.7 | 22912 |
426.21 | 0.76 | 32,478 | 18 | 32678 |
474.78 | 0.71 | 11,015 | 22 | 32957 |
432.44 | 0.92 | 3,820 | 25 | 41930 |
492.97 | 0.88 | 1,260 | 23 | 32121 |
461.55 | 0.91 | 17,272 | 13.6 | 28493 |
564.82 | 0.81 | 16,950 | 7.5 | 28438 |
336.97 | 0.92 | 1,089 | 16 | 28554 |
484.83 | 0.69 | 6,466 | 25 | 24257 |
406.99 | 0.8 | 19,700 | 19 | 32755 |
524.01 | 0.74 | 10,261 | 15 | 27532 |
532.39 | 0.61 | 10,037 | 20 | 27283 |
483.31 | 0.81 | 10,494 | 21 | 28507 |
532.77 | 0.77 | 10,302 | 16.4 | 25057 |
513.8 | 0.77 | 8,954 | 20 | 24084 |
472.68 | 0.94 | 3,474 | 22 | 36385 |
463.46 | 0.89 | 6,387 | 23.5 | 34950 |
436.57 | 0.9 | 7,264 | 21 | 38845 |
504.95 | 0.84 | 16,942 | 19 | 29538 |
532.52 | 0.66 | 12,509 | 20 | 32791 |
541.06 | 0.97 | 8,747 | 18.4 | 21643 |
549.16 | 0.92 | 13,580 | 17 | 28029 |
549.35 | 0.68 | 10,456 | 27 | 23532 |
503.1 | 0.79 | 8,067 | 24.5 | 28564 |
448.81 | 1.13 | 5,976 | 24.75 | 29860 |
541.67 | 0.87 | 2,405 | 19.5 | 33928 |
465.52 | 0.89 | 9,150 | 10.5 | 38153 |
504.77 | 0.89 | 9,654 | 18.5 | 23162 |
296.44 | 1.1 | 18,998 | 22 | 35884 |
510.05 | 0.97 | 13,632 | 24.1 | 27418 |
580.32 | 0.66 | 7,415 | 21 | 25538 |
458.31 | 0.74 | 16,807 | 22 | 28619 |
523.89 | 0.68 | 11,123 | 17 | 24787 |
439.09 | 0.85 | 10,138 | 24 | 28000 |
417.36 | 0.87 | 18,448 | 26 | 30617 |
382.82 | 0.88 | 1,037 | 29 | 29984 |
557.53 | 0.92 | 9,272 | 16 | 24594 |
577.84 | 0.7 | 7,753 | 22 | 26301 |
506.3 | 0.83 | 12,036 | 20 | 26758 |
502.17 | 0.93 | 49,678 | 20 | 28486 |
430.53 | 0.87 | 7,310 | 24.5 | 24202 |
555.78 | 0.99 | 2,138 | 20 | 27992 |
529.52 | 0.81 | 14,453 | 17.5 | 32295 |
446.63 | 0.83 | 10,802 | 23 | 31582 |
466.31 | 0.94 | 5,390 | 25.65 | 22725 |
466.08 | 0.83 | 13,088 | 27.3 | 28911 |
715.55 | 0.67 | 7,841 | 14 | 28807 |
289.99 | 1.38 | 391 | 20 | 40498 |