Question

In: Statistics and Probability

In a study of high-achieving high school graduates, the authors of a report surveyed 837 high...

In a study of high-achieving high school graduates, the authors of a report surveyed 837 high school graduates who were considered "academic superstars" and 436 graduates who were considered "solid performers." One question on the survey asked the distance from their home to the college they attended.

Assuming it is reasonable to regard these two samples as random samples of academic superstars and solid performers nationwide, use the accompanying data to determine if it is reasonable to conclude that the distribution of responses over the distance from home categories is not the same for academic superstars and solid performers. Use

α = 0.05.

Distance of College from Home (in miles)
Student Group Less
than 40
40 to
99
100 to
199
200 to
399
400 or
More
Academic Superstars 159 158 143 151 226
Solid Performers 104 94 82 67 89

State the null and alternative hypotheses.

a). H0: The proportions falling into the distance categories are not all the same for the two student groups.
Ha: The proportions falling into the distance categories are the same for the two student groups.

b). H0: Student group and distance of college from home are not independent.
Ha: Student group and distance of college from home are independent.  

c). H0: The proportions falling into the distance categories are the same for the two student groups.
Ha: The proportions falling into the distance categories are not all the same for the two student groups.

d). H0: Student group and distance of college from home are independent.
Ha: Student group and distance of college from home are not independent.


Calculate the test statistic. (Round your answer to two decimal places.)
χ2 =  

What is the P-value for the test? (Round your answer to four decimal places.)
P-value =  

What can you conclude?

Do not reject H0. There is not enough evidence to conclude that there is an association between student group and distance of college from home.

Reject H0. There is convincing evidence to conclude that the proportions falling into the distance categories are not all the same for the two student groups.   

Do not reject H0. There is not enough evidence to conclude that the proportions falling into the distance categories are not all the same for the two student groups.

Reject H0. There is convincing evidence to conclude that there is an association between student group and distance of college from home.

Solutions

Expert Solution

a) Correct answer: Option (d).

H0: Student group and distance of college from home are independent.
Ha: Student group and distance of college from home are not independent.

b) From the given data

c) The corresponding p-value for the test is p = Pr(χ2 4 df ​>11.022)= 0.0263.

d) Since P-value value < alpha 0.05 so we reject H0

Correct answer: option (D) Reject H0. There is convincing evidence to conclude that there is an association between student group and distance of college from home.


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