Question

In: Statistics and Probability

1. The following data shows memory scores collected from adults of different ages. Age (X) Memory...

1. The following data shows memory scores collected from adults of different ages.

Age (X)

Memory Score (Y)

25

10

32          

10

39

9

48

9

56

7

Use the data to find the regression equation for predicting memory scores from age

Group of answer choices

a. Ŷ = 4.33X + 0.11

b. Ŷ = -0.11X + 4.33

c. Ŷ = -0.11X + 13.26

d. Ŷ = -0.09X + 5.4

e. Ŷ = -0.09X + 12.6

1a

Use the regression equation you found in question 21 to find the predicted memory scores for the following age: 28

1b.

Use the regression equation you found in question 21 to find the predicted memory scores for the following age: 43

1c.

Use the regression equation you found in question 21 to find the predicted memory scores for the following age: 50

Solutions

Expert Solution

Solution:

From given data , we prepare a table.

X Y XY X^2 Y^2
25 10 250 625 100
32 10 320 1024 100
39 9 351 1521 81
48 9 432 2304 81
56 7 392 3136 49
n 5
sum(XY) 1745.00
sum(X) 200.00
sum(Y) 45.00
sum(X^2) 8610.00
sum(Y^2) 411.00
Numerator -275.00
Denominator 302.49
r -0.9091
r square 0.8265
Xbar(mean) 40.0000
Ybar(mean) 9.0000
SD(X) 11.0454
SD(Y) 1.0954
b -0.0902
a 12.6066

Now ,

Slope of the regression line is

   b =  -0.09

Now , y intercept of the line is

   a =  12.6

The equation of the regression line is

=  bx + a

=  -0.09x + 12.6

Answer : option e =  -0.09x + 12.6

1a) For x = 28 , find the predicted value of y .

Put x = 28 in the regression line equation.

   =  bx + a

= (-0.09*28) + 12.6

Answer:   = 10.08

1b) For x = 43 , find the predicted value of y .

Put x = 43 in the regression line equation.

   =  bx + a

= (-0.09*43) + 12.6

Answer:   = 8.73

1c) For x = 50 , find the predicted value of y .

Put x = 50 in the regression line equation.

   =  bx + a

= (-0.09*50) + 12.6

Answer:   = 8.10


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