The number of megapixels in a digital camera is one of the m

The number of megapixels in a digital camera is one of the most important factors in determining picture quality. But do digital cameras with more megapixels cost more? The folowng data show the number of megapixels and the price for 10 digital cameras.

a. Use these data to develop an estimated regression equation that can be used to predict the price of a digital camera given the number of megapixels.

b. At the .05 level of significance, are the number of megapixels and the price related? Explain.

c. Would you feel comfortable using the estimated regression equation developed in part \"a\" to predict the price of a digital camera given the numbe rof megapixels? Explain.

d. The Canon Power Shot S95 digital camera has 10 megapixels. Predict the price of this camera using the estimate regression equation developed in part \"a\".

Brand and Model Megapixels Price ($)
Canon PowerShot SD1100 IS 8 180
Casio Exilim Card EX-510 10 200
Sony Cyber-shot DSC-T70 7 230
Pentax Optio M50 8 120
Canon PowerShot G10 15 470
Canon PowerShot A590 IS 8 140
Canon PowerShot E1 10 180
Fujifilm FinePix F00FD 12 310
Sony Cyber-shot DSC-W170 10 250
Canon PowerShot A470 7 110

Solution

from the regression analysis,

a) the regression equation is Price (Y) = -145.027 + 38.31858*megapixel(X)

b) at 0.05 level of significance, the number of mega pixel and the price are not related. because p-value is 0.06> 0.05

c) as the p-value 0.06 indicates at 0.05 level of significance that there is no relation between megapixel and price I would not use this model

d) The price of the Canon Power Shot S95 digital camera has 10 megapixels is

Y = -145.027+ 38.31858*10 = $238.1588

ANOVA
df SS MS F Significance F
Regression 1 82959.73 82959.73 32.01492 0.000477
Residual 8 20730.27 2591.283
Total 9 103690
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept -145.027 66.31969 -2.18678 0.060223 -297.96 7.906942 -297.96 7.906942
Megapixels 38.31858 6.772254 5.658173 0.000477 22.70174 53.93543 22.70174 53.93543
The number of megapixels in a digital camera is one of the most important factors in determining picture quality. But do digital cameras with more megapixels co

Get Help Now

Submit a Take Down Notice

Tutor
Tutor: Dr Jack
Most rated tutor on our site