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A Certain Type of Rare Gem Serves as a Status E(y)=β0+β1x+β2x2E ( y ) = \beta _ { 0 } + \beta _ { 1 } x + \beta _ { 2 } x ^ { 2 }

question 48

Short Answer

A certain type of rare gem serves as a status symbol for many of its owners. In theory, for low prices, the demand decreases as the price of the gem increases. However, experts hypothesize that when the gem is valued at very high prices, the demand increases with price due to the status the owners believe they gain by obtaining the gem. Thus, the model proposed to best explain the demand for the gem by its price is the quadratic model E(y)=β0+β1x+β2x2E ( y ) = \beta _ { 0 } + \beta _ { 1 } x + \beta _ { 2 } x ^ { 2 }
where y=y = Demand (in thousands) and x=x = Retail price per carat (dollars).
This model was fit to data collected for a sample of 12 rare gems.
 VARIABLES  PARAMETER  ESTIMATES  STD. ERROR  T for HO:  PARAMETER =0 PR >T INTERPCEP 286.429.66 X .31.0629.64.0001 X.X .000067.000075.14.0006.95.3647\begin{array} { l r r r r } \text { VARIABLES } & \begin{array} { r } \text { PARAMETER } \\ \text { ESTIMATES } \end{array} & \text { STD. ERROR } & \begin{array} { r } \text { T for HO: } \\ \text { PARAMETER } = 0 \end{array} & \text { PR } > | T | \\ \text { INTERPCEP } & 286.42 & 9.66 & & \\ \text { X } & - .31 & .06 & 29.64 & .0001 \\ \text { X.X } & .000067 & .00007 & - 5.14 & .0006 \\ & & & .95 & .3647 \end{array}
Does there appear to be upward curvature in the response curve relating yy (demand) to xx (retail price)?
A) No, since the pp -value for the test is greater than .10.
B) Yes, since the pp -value for the test is less than .01.
C) No, since the value of β2\beta _ { 2 } is near 0 .
D) Yes, since the value of β2\beta _ { 2 } is positive.


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