Question

In: Statistics and Probability

An economist is studying the job market in Denver area neighborhoods. Let x represent the total...

An economist is studying the job market in Denver area neighborhoods. Let x represent the total number of jobs in a given neighborhood, and let y represent the number of entry-level jobs in the same neighborhood. A sample of six Denver neighborhoods gave the following information (units in hundreds of jobs).

x 14 35 50 28 50 25
y 1 4 5 5 9 3

1) A. given Σx = 202, Σy = 27, Σx2 = 7830, Σy2 = 157, Σxy = 1069, and r ≈ 0.837.

Verify the given sums Σx, Σy, Σx2, Σy2, Σxy, and the value of the sample correlation coefficient r. (Round your value for r to three decimal places.)

Σx =.
Σy =
Σx2 =
Σy2 =
Σxy =
r =

Find x, and y. Then find the equation of the least-squares line  = a + bx. (Round your answers for x and y to two decimal places. Round your answers for a and b to three decimal places.)

x =
y =
=    +   x

Find the value of the coefficient of determination r2. What percentage of the variation in y can be explained by the corresponding variation in x and the least-squares line? What percentage is unexplained? (Round your answer for r2 to three decimal places. Round your answers for the percentages to one decimal place.)

r2 =
explained     %
unexplained     %


(f) For a neighborhood with x = 32 hundred jobs, how many are predicted to be entry level jobs? (Round your answer to two decimal places.)
hundred jobs

Solutions

Expert Solution

Computational Table:

X Y X^2 Y^2 XY
14 1 196 1 14
35 4 1225 16 140
50 5 2500 25 250
28 5 784 25 140
50 9 2500 81 450
25 3 625 9 75
Total 202 27 7830 157 1069

Correlation coefficient = r :

r = 0.837

Σx = 202.
Σy = 27
Σx2 = 7830
Σy2 = 157
Σxy = 1069
r = 0.837

Calculation:

For Slope:

b = 0.155

For Intercept:

a = 4.50 - 0.155*33.67

a = -0.733

Therefore, the least square regression line would be,

= -0.733 + 0.155 (X)

Coefficient of Determination (R2):

R2 = 0.8372 = 0.701

explained = 70.1%

Unexplained = 29.9%

f)

The least square regression line would be,

= -0.733 + 0.155 (X)

For X = 32

= -0.733 + 0.155*32

= 1.60  

1.60 hundred jobs


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