⦁ Given the following GPA for 4 students: 2, 3, 3, 4. Age of students are: 10, 11, 12, 15. There are 10,000 total students. Average GPA: Unknown, Standard Deviation of GPA: 0.02 and it’s Normal.
⦁ Find the mean and standard deviation for GPA. (10 points)
⦁ Calculate a 95% confidence interval for the
populations mean GPA. (5 points)
⦁ Use Correlation formula to find r between GPA and Age. (10 points)
⦁ Find Regression Line Equation. (5 points)
⦁ If a student’s age is 13, what is the corresponding GPA? (5 points)
Mean GPA = (2 + 3 + 3 + 4)/4 = 3
The standard deviation of GPA = ((2 - 3)^2 + (3 - 3)^2 + (3 - 3)^2 + (4 - 3)^2)/4 - 1 = 0.82
The 95% confidence interval for the populations mean GPA is:
= 3 +- 3.18*(0.82/4)
= 1.70, 4.30
r = 0.945
The regression line is:
y = -1.29 + 0.36*x
Put x = 13
y = -1.29 + 0.36*13 = 3.36
The calculations are:
x | y | (x - xbar) | (y - ybar) | (x - xbar)*(y - ybar) | (x - xbar)² | (y - ybar)² |
10 | 2 | -2 | -1 | 2 | 4 | 1 |
11 | 3 | -1 | 0 | 0 | 1 | 0 |
12 | 3 | 0 | 0 | 0 | 0 | 0 |
15 | 4 | 3 | 1 | 3 | 9 | 1 |
xbar (Average) | ybar (Average) | Σ(x - xbar) | Σ(y - ybar) | Σ(x - xbar)*(y - ybar) | Σ(x - xbar)² | Σ(y - ybar)² |
12 | 3 | 0 | 0 | 5 | 14 | 2 |
r = Σ(x - xbar)*(y - ybar)/√Σ(x - xbar)²*Σ(y - ybar)² | 0.944911 | |||||
b1 = Σ(x - xbar)*(y - ybar)/Σ(x - xbar)² | 0.357143 | |||||
bo = ybar - xbar*b1 | -1.28571 |
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