In: Statistics and Probability
In order to examine the relationship between the selling price of a used car and its age, an analyst uses data from 20 recent transactions and estimates Price = ?0 + ?1 Age + ?. A portion of the regression results is shown in the accompanying table |
Coefficients | Standard Error | t Stat | p-value | |
Intercept | 21,187.96 | 740.41 | 25.85 | 1.10E+15 |
Age | –1,207.22 | 127.93 | 2.45E+08 | |
a. |
Specify the competing hypotheses in order to determine whether the selling price of a used car and its age are linearly related. |
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b. | Calculate the value of the test statistic. (Negative value should be indicated by a minus sign. Round your answer to 2 decimal places.) |
Test statistic |
c-1. |
At the 5% significance level, find the critical value(s). (Round your answer to 2 decimal places.) |
Critical value(s) | ± |
c-2 |
At the 5% significance level, what is the conclusion to the test? Is the age of a used car significant in explaining its selling price? |
(Click to select)YesNo, we (Click to select)cancannot conclude that the age of a used car is significant in explaining its selling price |
d-1. |
Conduct a hypothesis test at the 5% significance level in order to determine if ?1 differs from –2000. Show all of the relevant steps. (Negative value should be indicated by a minus sign. Round your answer to 2 decimal places.) |
Test statistic | |
Critical value | ± |
Given: In order to examine the relationship between the selling price of a used car and its age, an analyst uses data from 20 recent transactions and estimates
To test, the hypothesis is that the selling price of a used car and its age are linearly related at 5% significance level.
a) The null and alternative hypothesis is,
0 : 1
a :1
b) The t-test statistics is,
The t-test statistics is -9.44.
c-1) The t critical value for the 95% confidence is,
The sample size is small and two tailed test.Look in the column headed and the row headed in the t distribution table by using degree of freedom is,
d.f.= n-2
= 20-2
= 18
The t critical value for the 95% confidence is 2.101.
c2) Decision: The conclusion is that the t value corresponds to same statistics is fall in the critical region, so the null hypothesis is rejected at 5% level of significance.There is sufficient evidence to indicate that the selling price of a used car and its age are linearly related.The result is statistically significant.
d1) To test the hypothesis is that the selling price of a used car and its age are linearly related difference from -2000 at 5% significance level.
The null and alternative hypothesis is,
0 : 1
a :1
The t-test statistics is,
The t-test statistics is -9.44
The t critical value for the 95% confidence is,
The sample size is small and two tailed test . Look in the column headed and the row headed in the t distribution table by using degree of freedom is,
d.f. = n-2
= 20-2
= 18
The t critical value for the 95% confidence is 2.101