In: Statistics and Probability
A video media consultant collected the following data on popular LCD televisions sold through on-line retailers.
Manufacturer | Screen (in inches) |
Price ($) | |
Sharp | 52 | 1,549.25 | |
Samsung | 30 | 402.00 | |
Samsung | 49 | 1,632.00 | |
Sony | 33 | 480.50 | |
Sharp | 34 | 411.00 | |
Samsung | 51 | 1,488.25 | |
Samsung | 50 | 1,729.00 | |
Sharp | 31 | 432.75 | |
Sharp | 48 | 1,481.25 | |
Sony | 33 | 400.75 | |
Sony | 37 | 513.50 | |
Samsung | 33 | 486.50 | |
Sharp | 43 | 1,078.25 | |
Sharp | 32 | 463.00 | |
Sharp | 30 | 469.25 | |
Samsung | 51 | 1,721.00 | |
Sharp | 52 | 1,746.75 | |
Samsung | 33 | 467.50 | |
Sony | 38 | 636.75 | |
Sony | 32 | 421.75 | |
Sony | 42 | 871.00 | |
Sony | 49 | 1,548.25 | |
Sony | 40 | 812.00 | |
a) Does there appear to be a linear relationship between the screen size and the price?
b) Which variable is the "dependent" variable?
c-1) Use statistical software to determine the regression equation. (Negative amounts should be indicated by a minus sign. Round your answers to 3 decimal places.)
c-2) Interpret the value of the slope in the regression equation. (Round your answer to 3 decimal places.)
d) Include the manufacturer in a multiple linear regression
analysis using a "dummy" variable. Does it appear that some
manufacturers can command a premium price? Hint: You will need to
use a set of indicator variables. (Negative amounts should
be indicated by a minus sign. Round your answers to 3 decimal
places.)
e) Test each of the individual coefficients to see if they are significant. (Negative amounts should be indicated by a minus sign. Round your t-statistic to 2 decimal places and p-value to 4 decimal places.)