In: Statistics and Probability
The College Board provided comparisons of Scholastic Aptitude Test (SAT) scores based on the highest level of education attained by the test taker's parents. A research hypothesis was that students whose parents had attained a higher level of education would on average score higher on the SAT. The overall mean SAT math score was 514. SAT math scores for independent samples of students follow. The first sample shows the SAT math test scores for students whose parents are college graduates with a bachelor's degree. The second sample shows the SAT math test scores for students whose parents are high school graduates but do not have a college degree.
485 | 487 |
550 | 517 |
634 | 542 |
538 | 426 |
566 | 499 |
588 | 594 |
513 | 432 |
592 | 453 |
442 | 492 |
580 | 478 |
479 | 425 |
486 | 485 |
528 | 390 |
524 | 535 |
(a)
Formulate the hypotheses that can be used to determine whether the sample data support the hypothesis that students show a higher population mean math score on the SAT if their parents attained a higher level of education. (Let μ1 = population mean verbal score of students whose parents are college graduates with a bachelor's degree and μ2 = population mean verbal score of students whose parents are high school graduates but do not have a college degree.)
H0: μ1 − μ2 ≤ 0
Ha: μ1 − μ2 > 0
H0: μ1 − μ2 ≠ 0
Ha: μ1 − μ2 = 0
H0: μ1 − μ2 ≥ 0
Ha: μ1 − μ2 < 0
H0: μ1 − μ2 = 0
Ha: μ1 − μ2 ≠ 0
H0: μ1 − μ2 < 0
Ha: μ1 − μ2 = 0
(b)
What is the point estimate of the difference between the means for the two populations?
(c)
Find the value of the test statistic. (Round your answer to three decimal places.)
Compute the p-value for the hypothesis test. (Round your answer to four decimal places.)
p-value =
(d)
At
α = 0.05,
what is your conclusion?
Do not Reject H0. There is sufficient evidence to conclude that higher population mean verbal scores are associated with students whose parents are college graduates. Reject H0. There is insufficient evidence to conclude that higher population mean verbal scores are associated with students whose parents are college graduates. Reject H0. There is sufficient evidence to conclude that higher population mean verbal scores are associated with students whose parents are college graduates.Do not reject H0. There is insufficient evidence to conclude that higher population mean verbal scores are associated with students whose parents are college graduates.
a)
H0: μ1 − μ2 ≤ 0
Ha: μ1 − μ2 > 0
b)
Level of Significance , α =
0.05
Sample #1 ----> 1
mean of sample 1, x̅1= 526.000
standard deviation of sample 1, s1 =
60.7783
size of sample 1, n1= 16
Sample #2 ----> 2
mean of sample 2, x̅2= 487.000
standard deviation of sample 2, s2 =
51.7476
size of sample 2, n2= 12
difference in sample means = x̅1-x̅2 =
526.0000 - 487.0
= 39.000
c)
pooled std dev , Sp= √([(n1 - 1)s1² + (n2 -
1)s2²]/(n1+n2-2)) = 57.1321
std error , SE = Sp*√(1/n1+1/n2) =
21.8177
t-statistic = ((x̅1-x̅2)-µd)/SE = (
39.0000 - 0 ) /
21.82 = 1.788
Degree of freedom, DF= n1+n2-2 =
26
p-value = 0.0428
d)
Reject H0. There is sufficient evidence to conclude that higher population mean verbal scores are associated with students whose parents are college graduates.