Question: Using the data in the Excel file Home Market Value, develop a multiple linear regression model for estimating the market value as a function of
- Using the data in the Excel file Home Market Value, develop a multiple linear regression model for estimating the market value as a function of both the age and size of the house. Predict the value of a house that is 30 years old and has 1,800 square feet, and one that is 5 years old and has 2,800 square feet
| House Age | Square Feet | Market Value |
| 33 | 1,812 | $90,000.00 |
| 32 | 1,914 | $104,400.00 |
| 32 | 1,842 | $93,300.00 |
| 33 | 1,812 | $91,000.00 |
| 32 | 1,836 | $101,900.00 |
| 33 | 2,028 | $108,500.00 |
| 32 | 1,732 | $87,600.00 |
| 33 | 1,850 | $96,000.00 |
| 32 | 1,791 | $89,200.00 |
| 33 | 1,666 | $88,400.00 |
| 32 | 1,852 | $100,800.00 |
| 32 | 1,620 | $96,700.00 |
| 32 | 1,692 | $87,500.00 |
| 32 | 2,372 | $114,000.00 |
| 32 | 2,372 | $113,200.00 |
| 33 | 1,666 | $87,500.00 |
| 32 | 2,123 | $116,100.00 |
| 32 | 1,620 | $94,700.00 |
| 32 | 1,731 | $86,400.00 |
| 32 | 1,666 | $87,100.00 |
| 28 | 1,520 | $83,400.00 |
| 27 | 1,484 | $79,800.00 |
| 28 | 1,588 | $81,500.00 |
| 28 | 1,598 | $87,100.00 |
| 28 | 1,484 | $82,600.00 |
| 28 | 1,484 | $78,800.00 |
| 28 | 1,520 | $87,600.00 |
| 27 | 1,701 | $94,200.00 |
| 28 | 1,484 | $82,000.00 |
| 28 | 1,468 | $88,100.00 |
| 28 | 1,520 | $88,100.00 |
| 27 | 1,520 | $88,600.00 |
| 27 | 1,484 | $76,600.00 |
| 28 | 1,520 | $84,400.00 |
| 27 | 1,668 | $90,900.00 |
| 28 | 1,588 | $81,000.00 |
| 28 | 1,784 | $91,300.00 |
| 27 | 1,484 | $81,300.00 |
| 27 | 1,520 | $100,700.00 |
| 28 | 1,520 | $87,200.00 |
| 27 | 1,684 | $96,700.00 |
| 27 | 1,581 | $120,700.00 |

$140,000.00 $120,000.00 $100,000.00 $80,000.00 $60,000.00 Market Value $40,000.00 $20,000.00 $0.00 0 500 1,000 1,500 2,000 2,500
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