Question

In: Advanced Math

The N. Yazdak Computer Company has the following data, where y represents earnings in thousands of...

The N. Yazdak Computer Company has the following data, where y represents earnings in thousands of dollars after x years of operation.

x: 1, 3, 5, 7
y: 10, 13, 17, 22

(a) Identify your random variable(s)
(b) Plot the data (points) on graph paper
(c) Find the coefficent of correlation for the data and briefly comment on its value.
(d) Set up the necessary table to find the least squares line.
(e) Find the least square line
(f) Use your squares line from part (e) to predit earnings after 10 years.

Solutions

Expert Solution

a) The independent variable (x) = years of operation.

dependent variable (y) = earnings in thousands of dollars

b)

c) Coefficient of correlation

X Y
1 10
3 13
5 17
7 22
Total 16 62
Mean 4 15.5
SD 2.581989 5.196152

sample caovariance = 13.33

correlation coefficient = covariance / (sx*sy) = 13.33/(2.58*5.19) = 0.993

which says the strong positive correlation, which means increase in operation increases earnings.

d)

X Y X-Mx (X-Mx)^2 Y - My (Y - My)^2 (X - Mx)(Y-My)
1 10 -3 9 -1 1 3
3 13 -1 1 2 4 -2
5 17 1 1 6 36 6
7 22 3 9 11 121 33
Total 16 62 Sxx = 20 Syy = 162 Sxy = 40
Mean 4 15.5
SD 2.581989 5.196152

e) y = b0 + b1x

b1 = Sxy/Sxx = 4/20 = 2

b0 = My -b1Mx = 15.5 - 2*4 = 7.5

y =7.5 + 2x

f) for X = 10

y = 7.5 +2*10 = 27.5 thousand dollars.


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