Using the accompanying Home Market Value data, develop a multiple linear regression model for estimating the market value as a function of both the age and size of the house State the model and explain R, Significance F, and p-values, with an alpha of 0.05. E Click the icon to view the Home Market Value data State the hypotheses for the multiple linear regression test. Ho

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**Real Estate Data: House Age, Square Footage, and Market Value**

This table presents data on house age, square footage, and market value. The data can be used for analyzing trends in real estate values based on the age and size of a property.

| House Age (years) | Square Feet | Market Value ($) |
|--------------------|--------------|------------------|
| 35                 | 1871         | 92088            |
| 33                 | 1967         | 104978           |
| 33                 | 1817         | 91288            |
| 35                 | 1865         | 88713            |
| 30                 | 1908         | 105003           |
| 33                 | 2063         | 105669           |
| 34                 | 1758         | 89727            |
| 32                 | 1871         | 93653            |
| 31                 | 1849         | 88758            |
| 31                 | 1610         | 86005            |
| 34                 | 1926         | 102876           |
| 33                 | 1622         | 95079            |
| 34                 | 1636         | 89257            |
| 33                 | 2331         | 109606           |
| 32                 | 2432         | 108509           |
| 31                 | 1743         | 84309            |
| 34                 | 2166         | 110836           |
| 31                 | 1646         | 95037            |
| 34                 | 1672         | 82618            |
| 31                 | 1635         | 88428            |
| 28                 | 1515         | 81241            |
| 27                 | 1518         | 80524            |
| 27                 | 1511         | 80608            |
| 28                 | 1636         | 89769            |
| 27                 | 1506         | 83614            |
| 29                 | 1414         | 78055            |
| 27                 | 1496         | 90259            |
| 27                 | 1654         | 92559            |
| 29
Transcribed Image Text:**Real Estate Data: House Age, Square Footage, and Market Value** This table presents data on house age, square footage, and market value. The data can be used for analyzing trends in real estate values based on the age and size of a property. | House Age (years) | Square Feet | Market Value ($) | |--------------------|--------------|------------------| | 35 | 1871 | 92088 | | 33 | 1967 | 104978 | | 33 | 1817 | 91288 | | 35 | 1865 | 88713 | | 30 | 1908 | 105003 | | 33 | 2063 | 105669 | | 34 | 1758 | 89727 | | 32 | 1871 | 93653 | | 31 | 1849 | 88758 | | 31 | 1610 | 86005 | | 34 | 1926 | 102876 | | 33 | 1622 | 95079 | | 34 | 1636 | 89257 | | 33 | 2331 | 109606 | | 32 | 2432 | 108509 | | 31 | 1743 | 84309 | | 34 | 2166 | 110836 | | 31 | 1646 | 95037 | | 34 | 1672 | 82618 | | 31 | 1635 | 88428 | | 28 | 1515 | 81241 | | 27 | 1518 | 80524 | | 27 | 1511 | 80608 | | 28 | 1636 | 89769 | | 27 | 1506 | 83614 | | 29 | 1414 | 78055 | | 27 | 1496 | 90259 | | 27 | 1654 | 92559 | | 29
Using the accompanying Home Market Value data, develop a multiple linear regression model for estimating the market value as a function of both the age and size of the house. State the model and explain \( R^2 \), Significance F, and p-values; with an alpha of 0.05.

[Click the icon to view the Home Market Value data]

State the hypotheses for the multiple linear regression test:

\[ H_0 \]  
\[ H_1 \]
Transcribed Image Text:Using the accompanying Home Market Value data, develop a multiple linear regression model for estimating the market value as a function of both the age and size of the house. State the model and explain \( R^2 \), Significance F, and p-values; with an alpha of 0.05. [Click the icon to view the Home Market Value data] State the hypotheses for the multiple linear regression test: \[ H_0 \] \[ H_1 \]
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