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 16 32 52 28 50 25
y 1 3 5 5 9 3

Complete parts (b) through (e), given Σx = 203, Σy = 26, Σx2 = 7893, Σy2 = 150, Σxy = 1037, and r ≈ 0.804.


(b) 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 =


(c) 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


(d) Graph the least-squares line. Be sure to plot the point (x, y) as a point on the line.


(e) 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 = 37 hundred jobs, how many are predicted to be entry level jobs? (Round your answer to two decimal places.)
______ hundred jobs

Solutions

Expert Solution

n= 6.0000
X̅=ΣX/n 33.8333
Y̅=ΣY/n 4.3333
sx=(√(Σx2-(Σx)2/n)/(n-1))= 14.3167
sy=(√(Σy2-(Σy)2/n)/(n-1))= 2.7325
Cov=sxy=(ΣXY-(ΣXΣY)/n)/(n-1)= 31.4667
r=Cov/(Sx*Sy)= 0.804
slope= β̂1 =r*Sy/Sx= 0.1535
intercept= β̂0 ='y̅-β1x̅= -0.8608

from above:

b)

ΣX = 203.000
ΣY= 26.000
ΣX2 = 7893.000
ΣY2 = 150.000
ΣXY = 1037.000
r = 0.804

c)

X̅=ΣX/n = 33.83
Y̅=ΣY/n = 4.33
ŷ = -0.861+0.154x

d)

e)

coeff of determination r2 = 0.647
explained = 64.7%
unexplained= 35.3%

f)

predicted val=-0.8608+37*0.1535= 4.82

Related Solutions

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 16 32 51 28 50 25 y 1 3 7 5 9 3 Complete parts (a) through (e), given Σx = 202, Σy = 28, Σx2 = 7790,...
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 17 33 52 28 50 25 y 3 3 6 5 9 3 Complete parts (b) through (e), given Σx = 205, Σy = 29, Σx2 = 7991,...
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 16 33 53 28 50 25 y 2 3 6 5 9 3 Complete parts (a) through (e), given Σx = 205, Σy = 28, Σx2 = 8063,...
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 16 32 53 28 50 25 y 2 2 7 5 9 3 Complete parts (a) through (e), given Σx = 204, Σy = 28, Σx2 = 7998,...
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 13 33 50 28 50 25 y 1 2 6 5 9 3 Complete parts (a) through (e), given ?x = 199, ?y = 26, ?x2 = 7667,...
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). (only need c,e,and f answered) x 17 34 49 28 50 25 y 3 3 6 5 9 3 Complete parts (a) through (e), given Σx = 203, Σy...
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 30 48 28 50 25 y 3 2 5 5 9 3 Complete parts (a) through (c), given Σx = 195, Σy = 27, Σx2 = 7309,...
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,...
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 31 51 28 50 25 y 3 4 5 5 9 3 Complete parts (a) through (e), given Σx = 199, Σy = 29, Σx2 = 7667,...
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 16 33 50 28 50 25 y 3 3 7 5 9 3 Complete parts (a) through (e), given Σx = 202, Σy = 30, Σx2 = 7754,...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT