Question

In: Statistics and Probability

Based on the data shown below, calculate the regression line (each value to two decimal places)...

Based on the data shown below, calculate the regression line (each value to two decimal places)

y =  x +

x y
4 13.72
5 18.65
6 17.38
7 17.41
8 20.44
9 21.97
10 21.5
11 20.63
12 25.16
13 22.29
14 24.82
15 24.65

Solutions

Expert Solution

Solution:
Regression equation can be written as
Y = a + b*x
Here a is intercept of regression line
Y is dependent Variable
X is independent variable
b is the slope of regression line

X

Y

X^2

Y^2

XY

4

13.72

16

188.2384

54.88

5

18.65

25

347.8225

93.25

6

17.38

36

302.0644

104.28

7

17.41

49

303.1081

121.87

8

20.44

64

417.7936

163.52

9

21.97

81

482.6809

197.73

10

21.5

100

462.25

215

11

20.63

121

425.5969

226.93

12

25.16

144

633.0256

301.92

13

22.29

169

496.8441

289.77

14

24.82

196

616.0324

347.48

15

24.65

225

607.6225

369.75

114

248.62

1226

5283.0794

2486.38


Slope of regression line can be calculated as
Slope = ((n*Xi*Yi) - (Xi * Yi))/((n*Xi^2) - (Xi)^2)) = ((12*2486.38) - (114*248.62))/((12*1226)-(114)^2)) = 1493.88/1716 = 0.87
Intercept of regression line can be calculated as
Intercept = (Yi - Slope Xi)/n = (248.62 - 0.87*114)/12 = 12.45
So regression equation is
Y = 12.45 + 0.87*X


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