Question

In: Statistics and Probability

In a recent survey concerning ages and annual income, 4 people responded with the information in...

In a recent survey concerning ages and annual income, 4 people responded with the information in the table below. Suppose that the best-fit line obtained for this data is ŷ = 3.07x -43.47, where age is the independent variable.

a) Find the estimated values of y and the residuals for the data points.
For full marks your answer should be accurate to at least two decimal places.

name

age

Annual income(thousands)

Estimated value

Residual

irlene

46

94.1

0

0

siran

50

113.3

0

0

wasim

48

103.8

0

0

wynn

20

18.4

0

0



b) Compute the sum of squared errors.
For full marks your answer should be accurate to at least two decimal places.

SSE = 0

Solutions

Expert Solution

a)

The solution is :

name age Annual income(thousands) Estimated value
ŷ = 3.07x -43.47
Residual
ei = y - ŷ
irlene 46 94.1 97.75 -3.65
siran 50 113.3 110.03 3.27
wasim 48 103.8 103.89 -0.09
wynn 20 18.4 17.93 0.47

Here estimated value ŷ = 3.07x -43.47 is calculated by plugging the value of x. For example:

For irelene, it will be 3.07 * 46 - 4.347 = 97.75

The Residual is the difference between the observed and calculated value.For example:

For irelene, it will be 94.1-97.75 = -3.65

b)

SSE = 24.2444

The calculations are:

name age Annual income(thousands) Estimated value
ŷ = 3.07x -43.47
Residual
ei = y - ŷ
Residual^2
ei = (y - ŷ)^2
irlene 46 94.1 97.75 -3.65 13.3225
siran 50 113.3 110.03 3.27 10.6929
wasim 48 103.8 103.89 -0.09 0.0081
wynn 20 18.4 17.93 0.47 0.2209
24.2444

Just square residuals and take their sum.

Please do upvote if you are satisfied! Let me know in the comments if anything is not clear. I will reply ASAP!


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