In: Statistics and Probability
The Test results of the Business Statistics were published and
the scores were as followed
Students 12 14 10 13 17 12 11 15
Results 5 11 7 8 11 7 6 9
Only 2 decimal places
Determine the α (alpha) Coefficient in the regression equation *
4 points
Your answer
Advise if increasing the number of students to 50 will improve the students’ test scores *
2 points
Remain the same
Increase
Decrease
Determine the β Coefficient in the regression equation *
2 points
Your answer
The association between the students and the results is *
2 points
Positive
Zero
negative
Determine the Correlation Coefficient of the student’s results *
X | Y | XY | X² | Y² |
12 | 5 | 60 | 144 | 25 |
14 | 11 | 154 | 196 | 121 |
10 | 7 | 70 | 100 | 49 |
13 | 8 | 104 | 169 | 64 |
17 | 11 | 187 | 289 | 121 |
12 | 7 | 84 | 144 | 49 |
11 | 6 | 66 | 121 | 36 |
15 | 9 | 135 | 225 | 81 |
Ʃx = | 104 |
Ʃy = | 64 |
Ʃxy = | 860 |
Ʃx² = | 1388 |
Ʃy² = | 546 |
Sample size, n = | 8 |
x̅ = Ʃx/n = 104/8 = | 13 |
y̅ = Ʃy/n = 64/8 = | 8 |
SSxx = Ʃx² - (Ʃx)²/n = 1388 - (104)²/8 = | 36 |
SSyy = Ʃy² - (Ʃy)²/n = 546 - (64)²/8 = | 34 |
SSxy = Ʃxy - (Ʃx)(Ʃy)/n = 860 - (104)(64)/8 = | 28 |
α (alpha) Coefficient in the regression equation = y̅ - (SSxy/SSxx)* x̅
= 8 - (28/36)*13 = -2.11
Advise if increasing the number of students to 50 will improve the students’ test scores = Increase
--
β Coefficient in the regression equation = SSxy/SSxx = 28/36 = 0.78
--
The association between the students and the results is = Positive
--
Correlation coefficient, r = SSxy/√(SSxx*SSyy) = 28/√(36*34) = 0.80