In: Math
The following data give the number of hours 5 students spent studying and their corresponding grades on their midterm exams.
Hours Studying 2 2 4 5 6
Midterm Grades 64 68 86 90 96
Step 1 of 7 :
Calculate the sum of squared errors (SSE). Use the values above. Round your answer to three decimal places.
Step 2 of 7 :
Calculate the estimated variance of errors, s2e. Round your answer to three decimal places.
Step 3 of 7 :
Calculate the estimated variance of slope, s2b1. Round your answer to three decimal places.
Step 4 of 7 :
Construct the 98% confidence interval for the slope. Round your answers to three decimal places.
Lower and upper end point:
Step 5 of 7 :
Construct the 95% confidence interval for the slope. Round your answers to three decimal places.
Step 6 of 7 :
Construct the 80% confidence interval for the slope. Round your answers to three decimal places.
Step 7 of 7 :
Construct the 99% confidence interval for the slope. Round your answers to three deci
Given,
y^ = b0 + b1x
y^ = 51.4686 + 7.7188x
x | y | y^=51.4686+7.7188x | (y-ybar)^2 |
2 | 64 | 66.9062 | 8.446 |
2 | 68 | 66.9062 | 1.196 |
4 | 86 | 82.3438 | 13.368 |
5 | 90 | 90.0626 | 0.004 |
6 | 96 | 97.7814 | 3.173 |
Total | sum | 26.188 |
a)
Sum of squared errors (SSE) = (y-ybar)^2
= 26.188
b)
Estimated variance of errors, se^2 = SSE / (n-2)
= 26.188 / (5-2)
= 8.729
c)
Estimated variance of slope, sb1^2 = se^2/(n-1)s2^2
= 8.729 / (5-1)*1.789^2
= 0.682
d)
degree of freedom = n - 2 = 5 - 2 = 3
alpha = 0.02
Critical value = t(alpha/2 ,d f) = 4.540703 = 4.54
98% confidence interval = b1 +/- t*sb1 = 7.7188 +/- 4.54*sqrt(0.682) = 7.7188 +/- 3.75 = (3.969 , 11.469)
e)
degree of freedom = n - 2 = 5 - 2 = 3
alpha = 0.05
Critical value = t(alpha/2 ,d f) = 3.182
95% confidence interval = b1 +/- t*sb1 = 7.7188 +/- 3.182*sqrt(0.682) = 7.7188 +/- 2.627 = (5.092 , 10.346)
f)
degree of freedom = n - 2 = 5 - 2 = 3
alpha = 0.2
Critical value = t(alpha/2 ,d f) = 1.64
95% confidence interval = b1 +/- t*sb1 = 7.7188 +/- 1.64*sqrt(0.682) = (6.365 , 9.073)
g)
degree of freedom = n - 2 = 5 - 2 = 3
alpha = 0.01
Critical value = t(alpha/2 ,d f) = 5.841
99% confidence interval = b1 +/- t*sb1 = 7.7188 +/- 5.841*sqrt(0.682) = (2.895, 12.543)