Question

In: Statistics and Probability

Calculate and record the regression equation. Write a paragraph discussing the slope of the regression equation...

Calculate and record the regression equation. Write a paragraph discussing the slope of the regression equation and how it relates to your topic. Use the following data points.

Height (in.) Foot Length (in.)
63 10
66 12
62.5 9.4
74 10.5
70 11.3
72 11.3
71 12.5
64 9.1
72 10.9
71 10
74 12.1
67 10
69 11.1
65 9.6
62.8 9
72 11.3
68.8 10.5
69 10
65.3 9
53 7
71 10.3
74 11.7
70 10
72 10.6
72.5 12.8
67 9.5
69 10.9
74 11.6
68 9
70.1 10.1
62 8
77 11.4
63 9.5
64.5 9.4
71 9.8

Solutions

Expert Solution

X-Mx Y-My (X-Mx)^2 (X-Mx)(Y-MY)
-5.471 -0.32 29.937 1.751
-2.471 1.68 6.108 -4.152
-5.971 -0.92 35.658 5.494
5.529 0.18 30.565 0.995
1.529 0.98 2.337 1.498
3.529 0.98 12.451 3.458
2.529 2.18 6.394 5.512
-4.471 -1.22 19.994 5.455
3.529 0.58 12.451 2.047
2.529 -0.32 6.394 -0.809
5.529 1.78 30.565 9.841
-1.471 -0.32 2.165 0.471
0.529 0.78 0.279 0.412
-3.471 -0.72 12.051 2.499
-5.671 -1.32 32.165 7.486
3.529 0.98 12.451 3.458
0.329 0.18 0.108 0.059
0.529 -0.32 0.279 -0.169
-3.171 -1.32 10.058 4.186
-15.471 -3.32 239.365 51.365
2.529 -0.02 6.394 -0.051
5.529 1.38 30.565 7.629
1.529 -0.32 2.337 -0.489
3.529 0.28 12.451 0.988
4.029 2.48 16.229 9.991
-1.471 -0.82 2.165 1.207
0.529 0.58 0.279 0.307
5.529 1.28 30.565 7.077
-0.471 -1.32 0.222 0.622
1.629 -0.22 2.652 -0.358
-6.471 -2.32 41.879 15.014
8.529 1.08 72.737 9.211
-5.471 -0.82 29.937 4.487
-3.971 -0.92 15.772 3.654
2.529 -0.52 6.394 -1.315
Mx: 68.471 My: 10.320 Sum: 772.351 Sum: 158.830

Sum of X = 2396.5
Sum of Y = 361.2
Mean X = 68.4714
Mean Y = 10.32
Sum of squares (SSX) = 772.3514
Sum of products (SP) = 158.83

Regression Equation = ŷ = bX + a

b = SP/SSX = 158.83/772.35 = 0.2056

a = MY - bMX = 10.32 - (0.21*68.47) = -3.7608

ŷ = 0.2056X - 3.7608

The slope of a regression line (b) represents the rate of change in y as x changes. Because y is dependent on x, the slope describes the predicted values of y given x.

For this case for every increase in x, y will increase by 0.2056


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