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$ % 0 8 Format Painter B9#- Clipboard Font Formatting as a Alignment Number Tables F G H I Rating Par AB C Year Make Model 19
F G H I J 4 11 12 13 14 15 16 А 1962-1967 1969-1971 1971-1974 1951-1954 1950-1953 1956-1957 в Jaguar E-type OTS Jaguar E-type
Corvette, Ferrari, and Jaguar produced a variety of classic cars that continue to increase in value. The data showing the rar
b. Develop an estimated multiple regression equation with x = rarity rating and r as the two independent variables. Price =
0 0
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Answer #1

a)

price 4500 4000 3500 3000 2500 2000 1500 1000 500 1 2 4 6 8 10 12 14 16 18 20

linear model is not appropriate

b)

price rating rating^2
1600 18 324
4000 19 361
1000 18 324
1400 19 361
380 16 256
2550 19 361
425 18 324
420 17 289
120 17 289
77.5 15 225
66 14 196
140 16 256
440 17 289
230 16 256
66 13 169

Using Excel

data -> data analysis -> regression

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8454
R Square 0.7147
Adjusted R Square 0.6671
Standard Error 648.7156
Observations 15
ANOVA
df SS MS F Significance F
Regression 2 12650206.6792 6325103.3396 15.0300 0.0005
Residual 12 5049982.5542 420831.8795
Total 14 17700189.2333
Coefficients Standard Error t Stat P-value Lower 95%
Intercept 33664.9232 13256.3624 2.5395 0.0260 4781.7908
rating -4550.7191 1638.6249 -2.7772 0.0167 -8120.9761
rating^2 152.9724 50.2008 3.0472 0.0101 43.5942

price = 33665 -4551 Rating + 153 Rating^2

R^2 = 0.715
F = 15.03
p-value = 0.0005

c)

log price) log (Rating)
7.377759 2.890372
8.29405 2.944439
6.907755 2.890372
7.244228 2.944439
5.940171 2.772589
7.843849 2.944439
6.052089 2.890372
6.040255 2.833213
4.787492 2.833213
4.350278 2.70805
4.189655 2.639057
4.941642 2.772589
6.086775 2.833213
5.438079 2.772589
4.189655 2.564949
SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8838
R Square 0.7811
Adjusted R Square 0.7642
Standard Error 0.6505
Observations 15
ANOVA
df SS MS F Significance F
Regression 1 19.6233 19.6233 46.3776 0.0000
Residual 13 5.5006 0.4231
Total 14 25.1239
Coefficients Standard Error t Stat P-value Lower 95%
Intercept -23.5333 4.3368 -5.4264 0.0001 -32.9024
log (Rating) 10.4817 1.5391 6.8101 0.0000 7.1566

log(price) = -23.533 + 10.482 log(Rating)

R^2 = 0.781
F = 46.38
p-value = 0.0000

Formulas

А rating 18 5. 6 price 2 1600 3 4000 4 1000 1400 380 7 2550 8 425 9 420 10 120 11 77.5 12 66 13 140 14 440 15 230 16 66 ratin

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