a)

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

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