Question

In: Statistics and Probability

I know this is a long problem but I couldn't break it up because you need...

I know this is a long problem but I couldn't break it up because you need all the information. But it is only counted as one question on my homework.

Fuming because you are stuck in traffic? Roadway congestion is a costly item, both in time wasted and fuel wasted. Let x represent the average annual hours per person spent in traffic delays and let y represent the average annual gallons of fuel wasted per person in traffic delays. A random sample of eight cities showed the following data.

x (hr) 29 5 18 37 22 25 15 5
y (gal) 48 3 32 53 31 38 26 9

Verify that Σx = 156, Σx2 = 3918, Σy = 240, Σy2 = 9308, and Σxy = 6011.

Compute r._____________?

The data in part (a) represent average annual hours lost per person and average annual gallons of fuel wasted per person in traffic delays. Suppose that instead of using average data for different cities, you selected one person at random from each city and measured the annual number of hours lost x for that person and the annual gallons of fuel wasted y for the same person.

x (hr) 24 4 20 40 19 25 2 38
y (gal) 62 8 14 51 23 35 4 71

(b) Compute x and y for both sets of data pairs and compare the averages.

x y
Data 1 ? ?
Data 2 ? ?


Compute the sample standard deviations sx and sy for both sets of data pairs and compare the standard deviations.

sx sy
Data 1 ? ?
Data 2 ? ?

Verify that Σx = 172, Σx2 = 5026, Σy = 268, Σy2 = 13,516, and Σxy = 7858.

Compute r.__________?

List some reasons why you think hours lost per individual and fuel wasted per individual might vary more than the same quantities averaged over all the people in a city.

Solutions

Expert Solution

X Y XY
29 48 1392 841 2304
5 3 15 25 9
18 32 576 324 1024
37 53 1961 1369 2809
22 31 682 484 961
25 38 950 625 1444
15 26 390 225 676
5 9 45 25 81
Ʃx = 156
Ʃy = 240
Ʃxy = 6011
Ʃx² = 3918
Ʃy² = 9308
Sample size, n = 8
SSxx = Ʃx² - (Ʃx)²/n = 3918 - (156)²/8 = 876
SSyy = Ʃy² - (Ʃy)²/n = 9308 - (240)²/8 = 2108
SSxy = Ʃxy - (Ʃx)(Ʃy)/n = 6011 - (156)(240)/8 = 1331

a)

Correlation coefficient, r = SSxy/√(SSxx*SSyy) = 1331/√(876*2108) = 0.979

----

For Data Set 1:

x̅ = Ʃx/n = 156/8 = 19.5  

y̅ = Ʃy/n = 240/8 = 30  

Standard deviation, sx = √[(Ʃx² - (Ʃx)²/n)/(n-1)] =    √[(3918-(156)²/8)/(8-1)] =    11.1867

Standard deviation, sy = √[(Ʃy² - (Ʃy)²/n)/(n-1)] =    √[(9308-(240)²/8)/(8-1)] =    17.3535

-----------

X Y XY
24 62 1488 576 3844
4 8 32 16 64
20 14 280 400 196
40 51 2040 1600 2601
19 23 437 361 529
25 35 875 625 1225
2 4 8 4 16
38 71 2698 1444 5041
Ʃx = 172
Ʃy = 268
Ʃxy = 7858
Ʃx² = 5026
Ʃy² = 13516
Sample size, n = 8
SSxx = Ʃx² - (Ʃx)²/n = 5026 - (172)²/8 = 1328
SSyy = Ʃy² - (Ʃy)²/n = 13516 - (268)²/8 = 4538
SSxy = Ʃxy - (Ʃx)(Ʃy)/n = 7858 - (172)(268)/8 = 2096

For data Set 2 :

x̅ = Ʃx/n = 172/8 = 21.5  

y̅ = Ʃy/n = 268/8 = 33.5  

Standard deviation, sx = √[(Ʃx² - (Ʃx)²/n)/(n-1)] =    √[(5026-(172)²/8)/(8-1)] = 13.7737

Standard deviation, sy = √[(Ʃy² - (Ʃy)²/n)/(n-1)] =    √[(13516-(268)²/8)/(8-1)] = 25.4615

Correlation coefficient, r = SSxy/√(SSxx*SSyy) = 2096/√(1328*4538) = 0.854


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