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What Is the Relationship Between Diamond Price and Carat Size  Predictor \text { Predictor }

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What is the relationship between diamond price and carat size? 307 diamonds were sampled and a straight-line relationship was hypothesized between y = diamond price (in dollars) and x = size of
The diamond (in carats) . The simple linear regression for the analysis is shown below: Least Squares Linear Regression of PRICE
 Predictor \text { Predictor }
 What is the relationship between diamond price and carat size? 307 diamonds were sampled and a straight-line relationship was hypothesized between y = diamond price (in dollars) and x = size of The diamond (in carats) . The simple linear regression for the analysis is shown below: Least Squares Linear Regression of PRICE  \text { Predictor }      The model was then used to create  95 \%  confidence and prediction intervals for  \mathrm { y }  and for E(Y)  when the carat size of the diamond was 1 carat. The results are shown here:  95 \%  confidence interval for  \mathrm { E } ( \mathrm { Y } )  : ( \$ 9091.60 , \$ 9509.40 )    95 \%  prediction interval for  Y : ( \$ 7091.50 , \$ 11,510.00 )   Which of the following interpretations is correct if you want to use the model to estimate  E ( Y )   for all 1 -carat diamonds? A)  We are  95 \%  confident that the price of a 1 -carat diamond will fall between  \$ 7091.50  and  \$ 11,510.00 . B)  We are  95 \%  confident that the average price of all 1 -carat diamonds will fall between  \$ 9091.60  and  \$ 9509.40 . C)  We are  95 \%  confident that the average price of all 1 -carat diamonds will fall between  \$ 7091.50  and  \$ 11,510.00 . D)  We are  95 \%  confident that the price of a 1-carat diamond will fall between  \$ 9091.60  and  \$ 9509.40 .


The model was then used to create 95%95 \% confidence and prediction intervals for y\mathrm { y } and for E(Y) when the carat size of the diamond was 1 carat. The results are shown here:
95%95 \% confidence interval for E(Y) :($9091.60,$9509.40) \mathrm { E } ( \mathrm { Y } ) : ( \$ 9091.60 , \$ 9509.40 )
95%95 \% prediction interval for Y:($7091.50,$11,510.00) Y : ( \$ 7091.50 , \$ 11,510.00 )
Which of the following interpretations is correct if you want to use the model to estimate E(Y) E ( Y ) for all 1 -carat diamonds?


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