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What Is the Relationship Between Diamond Price and Carat Size y=y =

question 18

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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=y = diamond price (in dollars) and x=x = size of the diamond (in carats) . The simple linear regression for the analysis is shown below:

Least Squares Linear Regression of PRICE

 Predictor Variables  Coefficient  Std Error  T  P  Constant 2298.36158.53114.500.0000 Size 11598.9230.11150.410.0000\begin{array} { l c c c l l }\text { Predictor}\\ \text { Variables } & \text { Coefficient } & \text { Std Error } & \text { T } & \text { P } \\ \text { Constant } & - 2298.36 & 158.531 & - 14.50 & 0.0000 \\ \text { Size } & 11598.9 & 230.111 & 50.41 & 0.0000 \end{array}

 R-Squared 0.8925 Resid. Mean Square (MSE)  1248950 Adjusted R-Squared 0.8922 Standard Deviation 1117.56\begin{array} { l c c c } \text { R-Squared } & 0.8925 & \text { Resid. Mean Square (MSE) } & 1248950 \\ \text { Adjusted R-Squared } & 0.8922 & \text { Standard Deviation } & 1117.56 \end{array}

Which of the following conclusions is correct when testing to determine if the size of the diamond is a useful positive linear predictor of the price of a diamond?

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Definitions:

Perfectly Competitive Industry

An industry characterized by many buyers and sellers, where no single entity can influence the market price of the product.

Marginal Cost

The price of manufacturing an incremental unit of a product.

Perfectly Competitive Market

A market structure characterized by an infinite number of buyers and sellers, identical products, no barriers to entry or exit, and perfect information among all participants.

Short-run Industry

A period in which at least one factor of production is fixed, and firms can only partially adjust their production levels.

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