Question

In: Statistics and Probability

The following data give the number of hours 1010 students spent studying and their corresponding grades...

The following data give the number of hours 1010 students spent studying and their corresponding grades on their midterm exams.

Hours Studying 0.50.5 0.50.5 11 22 22 3.53.5 3.53.5 4.54.5 55 5.55.5
Midterm Grades 6161 6565 6565 6565 7373 7878 7878 8383 9090 9090

Table

Copy Data

Step 1 of 5:

Calculate the sum of squared errors (SSE). Use the values b0=59.1253b0=59.1253 and b1=5.5981b1=5.5981 for the calculations. Round your answer to three decimal places.

Calculate the estimated variance of errors, s2ese2. Round your answer to three decimal places.

Calculate the estimated variance of slope, s2b1sb12. Round your answer to three decimal places.

Construct the 90% confidence interval for the slope. Round your answers to three decimal places. (lower endpoint and upper endpoint)

Construct the 80% confidence interval for the slope. Round your answers to three decimal places. (lower endpoint and upper endpoint)

Solutions

Expert Solution

x y (x-x̅)² (y-ȳ)² (x-x̅)(y-ȳ)
0.5 61 5.29 190.44 31.74
0.5 65 5.29 96.04 22.54
1 65 3.24 96.04 17.64
2 65 0.64 96.04 7.84
2 73 0.64 3.24 1.44
3.5 78 0.49 10.24 2.24
3.5 78 0.49 10.24 2.24
4.5 83 2.89 67.24 13.94
5 90 4.84 231.04 33.44
5.5 90 7.29 231.04 41.04
ΣX ΣY Σ(x-x̅)² Σ(y-ȳ)² Σ(x-x̅)(y-ȳ)
total sum 28 748 31.1 1031.600 174.100
mean 2.800 74.800 SSxx SSyy SSxy

a)SSE=   (SSxx * SSyy - SS²xy)/SSxx =    56.976

b) estimate of variance,   Se² = SSE/(n-2) =    7.122

c) estimated varince of slope ,    Se²(ß1) = Se²/Sxx =    0.229

d) confidence interval for slope                  
α=   0.1              
t critical value=   t α/2 =    1.860   [excel function: =t.inv.2t(α/2,df) ]      
estimated std error of slope = Se/√Sxx =    2.66870   /√   31.10   =   0.479
                  
margin of error ,E= t*std error =    1.860   *   0.479   =   0.890
estimated slope , ß^ =    5.5981              
                  
                  
lower confidence limit = estimated slope - margin of error =   5.5981   -   0.890   =   4.708
upper confidence limit=estimated slope + margin of error =   5.5981   +   0.890   =   6.488

e)

confidence interval for slope                  
α=   0.2              
t critical value=   t α/2 =    1.397   [excel function: =t.inv.2t(α/2,df) ]      
estimated std error of slope = Se/√Sxx =    2.66870   /√   31.10   =   0.479
                  
margin of error ,E= t*std error =    1.397   *   0.479   =   0.668
estimated slope , ß^ =    5.5981              
                  
                  
lower confidence limit = estimated slope - margin of error =   5.5981   -   0.668   =   4.930
upper confidence limit=estimated slope + margin of error =   5.5981   +   0.668   =   6.267


Related Solutions

The following data give the number of hours 5 students spent studying and their corresponding grades...
The following data give the number of hours 5 students spent studying and their corresponding grades on their midterm exams. Hours Studying 1 1 2 3 6 Midterm Grades 65 73 74 86 91 Step 1 of 5: Calculate the sum of squared errors (SSE). Use the values b0=65.9185 and b1=4.5698 for the calculations. Round your answer to three decimal places. Step 2 of 5: Calculate the estimated variance of errors, s^2e. Round your answer to three decimal places. Step...
The following data give the number of hours 5 students spent studying and their corresponding grades...
The following data give the number of hours 5 students spent studying and their corresponding grades on their midterm exams. Hours Studying 1 1 2 3 6 Midterm Grades 65 73 74 86 91 Step 1 of 5: Calculate the sum of squared errors (SSE). Use the values b0=65.9185 and b1=4.5698 for the calculations. Round your answer to three decimal places. Step 2 of 5: Calculate the estimated variance of errors, s^2e. Round your answer to three decimal places. Step...
The following data give the number of hours 5 students spent studying and their corresponding grades...
The following data give the number of hours 5 students spent studying and their corresponding grades on their midterm exams. Hours Studying 1 1 3 5 6 Grades 74 86 87 96 98 Step 1 of 5 : Calculate the sum of squared errors (SSE). Use the values b0=76.2307b0=76.2307 and b1=3.7404b1=3.7404 for the calculations. Step 2 of 5 : Calculate the estimated variance of errors, s^2e. . Step 3 of 5 : Calculate the estimated variance of slope, s^2b1 ....
The following data give the number of hours 5 students spent studying and their corresponding grades...
The following data give the number of hours 5 students spent studying and their corresponding grades on their midterm exams. Hours Studying 0 1 3 4 6 Midterm Grades 73 78 85 90 93 Step 1 of 5: Calculate the sum of squared errors (SSE). Use the values b0=74.2456 and b1=3.4123 for the calculations. Round your answer to three decimal places. Step 2 of 5: Calculate the estimated variance of errors, s2e . Round your answer to three decimal places....
The following data give the number of hours 55 students spent studying and their corresponding grades...
The following data give the number of hours 55 students spent studying and their corresponding grades on their midterm exams. Hours Studying 2 5 5 5 5 Midterm Grades 68 74 81 92 99 Step 4 of 5 :   Construct the 90% confidence interval for the slope. Round your answers to three decimal places.
The following data give the number of hours 55 students spent studying and their corresponding grades...
The following data give the number of hours 55 students spent studying and their corresponding grades on their midterm exams. Hours Studying 3 3 4 5 5 Midterm Grades 72 74 74 75 79 Step 1 of 5: Calculate the sum of squared errors (SSE). Use the values b0=66.8000 and b1=2.0000 for the calculations. Round your answer to three decimal places. Step 2 of 5: Calculate the estimated variance of errors, se2. Round your answer to three decimal places. Step...
The following data give the number of hours 5 students spent studying and their corresponding grades...
The following data give the number of hours 5 students spent studying and their corresponding grades on their exams. Hours Studying 2 2 4 6 6 Grades 64 73 76 77 86 Step 5 of 5 :   Construct the 95% confidence interval for the slope. Round your answers to three decimal places.
The following data give the number of hours 5 students spent studying and their corresponding grades...
The following data give the number of hours 5 students spent studying and their corresponding grades on their midterm exams. Hours Studying 1 2 2 2 4 Midterm Grades 63 65 67 88 9 Step 1 of 5: Calculate the sum of squared errors (SSE). Use the values b0=53.9167 and b1=9.5833 for the calculations. Round your answer to three decimal places. Step 2 of 5: Calculate the estimated variance of errors, . Round your answer to three decimal places. Step...
The following data give the number of hours 5 students spent studying and their corresponding grades...
The following data give the number of hours 5 students spent studying and their corresponding grades on their midterm exams. Hours Studying 1 3 5 5 6 Midterm Grades 60 66 71 77 93 Step 1 of 5: Calculate the sum of squared errors (SSE). Use the values b0=51.4000 and b1=5.5000 for the calculations. Round your answer to three decimal places. Step 2 of 5: Calculate the estimated variance of errors, . Round your answer to three decimal places. Step...
The following data give the number of hours 5 students spent studying and their corresponding grades...
The following data give the number of hours 5 students spent studying and their corresponding grades on their midterm exams. Hours Studying 0 5 5 5 6 Midterm Grades 66 72 73 79 82 Table Step 3 of 5 : Calculate the estimated variance of slope, s2b1. Round your answer to three decimal places.
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT