Question

In: Statistics and Probability

2. A researcher believes that a mother’s height (X) is predictive of their baby’s birth weight...

2. A researcher believes that a mother’s height (X) is predictive of their baby’s birth weight (Y). The researcher collects a random sample of five babies and records their weight and their mother’s height. The data is provided in the table below.

Height in Inches (X)

X2

Weight in Pounds (Y)

Y2

XY

66

4,356

6

36

396

60

3,600

7

49

420

58

3,364

9

81

522

67

4,489

7

49

469

70

4,900

5

25

350

ΣX = 321

ΣX2 = 20,709

ΣY = 34

ΣY2 = 240

ΣXY = 2,157

2A. Create the regression equation that predicts birth weight based on mother’s height.

2B. Suppose a mother has a height of 62 inches. Estimate the weight of the baby.

2C. What is the y-intercept of the regression equation?

2D. For each unit increase in height (1 inch), how much would you predict the weight of the newborns to change?

Solutions

Expert Solution

Height in Inches

Weight in Pounds

66

6

60

7

58

9

67

7

70

5

The independent variable is Height in Inches, and the dependent variable is Weight in Pounds.

In order to compute the regression coefficients, the following table needs to be used:

Height in Inches

Weight in Pounds

Height in Inches*Weight in Pounds

Height in Inches2

Weight in Pounds2

66

6

396

4356

36

60

7

420

3600

49

58

9

522

3364

81

67

7

469

4489

49

70

5

350

4900

25

Sum =

321

34

2157

20709

240

Based on the above table, the following is calculated:

Therefore, based on the above calculations, the regression coefficients (the slope mm, and the y-intercept n) are obtained as follows:

2A)

Therefore, we find that the regression equation is:

2B)

Suppose a mother has a height of 62 inches.

Weight in Pounds = 23.2321 - (0.256 * 62 )

Weight in Pounds = 23.2321 - 15.872‬

Weight in Pounds = 7.3601

2c)

y-intercept of the regression equation = 23.2321

2D)

For each unit increase in height (1 inch) the weight of the new born is decreased by 0.256 pounds.

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