In: Statistics and Probability
Consider the relationship between the number of bids an item on eBay received and the item's selling price. The following is a sample of 5 items sold through an auction.
Price in Dollars | 109 | 109 | 132 | 139 | 194 |
---|---|---|---|---|---|
Number of Bids | 13 | 13 | 15 | 19 | 20 |
A. Calculate the sum of squared errors (SSE). Use the values b0=4.5256b0=4.5256 and b1=0.0840b1=0.0840 for the calculations. Round your answer to three decimal places.\
B. Calculate the estimated variance of errors, s2e. Round your answer to three decimal places.
C. Calculate the estimated variance of slope, s2b1. Round your answer to three decimal places.
D. Construct the 90%confidence interval for the slope. Round your answers to three decimal places. Lower endpoint: ____ Upper endpoint: ________
E. Construct the 95%confidence interval for the slope. Round your answers to three decimal places. Lower endpoint: ____ Upper endpoint: ________
using excel>data>data analysis>Regression
we have
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.88148 | |||||||
R Square | 0.777006 | |||||||
Adjusted R Square | 0.702675 | |||||||
Standard Error | 1.808474 | |||||||
Observations | 5 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 1 | 34.18827 | 34.18827 | 10.45328 | 0.0481 | |||
Residual | 3 | 9.811731 | 3.270577 | |||||
Total | 4 | 44 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 90.0% | Upper 90.0% | |
Intercept | 4.52551 | 3.639997 | 1.243273 | 0.302075 | -7.05858 | 16.1096 | -4.04073 | 13.09175 |
price in dollars | 0.084001 | 0.025981 | 3.233154 | 0.0481 | 0.001317 | 0.166684 | 0.022858 | 0.145143 |
A. the sum of squared errors (SSE) is 9.812
B. the estimated variance of errors, s2e is 1.808*1.808 =3.269
C. the estimated variance of slope, s2b1 is 0.026*0.026 = 0.000676
D. the 90%confidence interval for the slope
. Lower endpoint: 0.023 Upper endpoint: 0.145
E. the 95%confidence interval for the slope.
. Lower endpoint: 0.001 Upper endpoint: 0.167