Question
Construct a scatter plot in Excel with Floor Area as the independent variable (X) and Assessed Value as the dependent variable (Y). Next, insert the
Construct a scatter plot in Excel with Floor Area as the independent variable (X) and Assessed Value as the dependent variable (Y). Next, insert the linear regression equation and R2 in your graph using a trendline Include the x- and y-axis labels.
- Do you observe a linear relationship between the two variables; consider R2?
- Now, would the Floor Area a significant predictor of Assessed Value; consider R2?
Construct a scatter plot in Excel with Age as the independent variable (X) and Assessed Value as the dependent variable (Y).
- Do you observe a linear relationship between the two variables?
Use Excel's Data Analysis to conduct a regression analysis of Age and Assessed Value.
- Would Age a significant predictor of Assessed Value?
Construct a multiple regression model. Questions E, F, G require having a multiple regression model
- Use Excel's Data Analysis to conduct a regression analysis with Assessed Value as the dependent variable and Floor Area, Offices, Entrances, and Age as independent variables.
- What is the R2?
- What is the adjusted R2?
- Predictors with =0.05
- Which predictors do you consider significant?
- Which predictors would you be comfortable eliminating?
- G. Use Excel's Data Analysis with Assessed Value as the dependent variable and Floor Area and Offices as independent variables.
- What is the final model if we only use Floor Area and Offices as predictors?
- H. Suppose our final model was: Assessed Value ($'000) = 145.921 + 0.307 * Floor Area
- What would be the assessed value of a medical office building with a floor area of 3500 sqft and two offices built 15 years ago?
- Is this assessed value consistent with what appears in the database?
Floor Area (Sq.Ft.) | Offices | Entrances | Age | Assessed Value ($'000) |
4720 | 3 | 2 | 12 | 1544 |
5940 | 4 | 2 | 2 | 2094 |
5720 | 4 | 2 | 34 | 1968 |
3660 | 3 | 2 | 38 | 1567 |
5000 | 4 | 2 | 31 | 1878 |
2990 | 2 | 1 | 19 | 949 |
2610 | 2 | 1 | 48 | 910 |
5650 | 4 | 2 | 42 | 1774 |
3570 | 2 | 1 | 4 | 1187 |
2930 | 3 | 2 | 15 | 1113 |
1280 | 2 | 1 | 31 | 671 |
4880 | 3 | 2 | 42 | 1678 |
1620 | 1 | 2 | 35 | 710 |
1820 | 2 | 1 | 17 | 678 |
4530 | 2 | 2 | 5 | 1585 |
2570 | 2 | 1 | 13 | 842 |
4690 | 2 | 2 | 45 | 1539 |
1280 | 1 | 1 | 45 | 433 |
4100 | 3 | 1 | 27 | 1268 |
3530 | 2 | 2 | 41 | 1251 |
3660 | 2 | 2 | 33 | 1094 |
1110 | 1 | 2 | 50 | 638 |
2670 | 2 | 2 | 39 | 999 |
1100 | 1 | 1 | 20 | 653 |
5810 | 4 | 3 | 17 | 1914 |
2560 | 2 | 2 | 24 | 772 |
2340 | 3 | 1 | 5 | 890 |
3690 | 2 | 2 | 15 | 1282 |
3580 | 3 | 2 | 27 | 1264 |
3610 | 2 | 1 | 8 | 1162 |
3960 | 3 | 2 | 17 | 1447 |
4384 | 3 | 2 | 20 | 1507 |
2340 | 3 | 1 | 5 | 890 |
3690 | 2 | 2 | 15 | 1282 |
3580 | 3 | 2 | 27 | 1264 |
3610 | 2 | 1 | 8 | 1162 |
3960 | 3 | 2 | 17 | 1447 |
3014 | 2 | 2 | 18 | 1052 |
2990 | 2 | 2 | 18 | 1043 |
2965 | 2 | 2 | 17 | 1034 |
2941 | 2 | 2 | 17 | 1025 |
2916 | 2 | 2 | 17 | 1016 |
2892 | 2 | 2 | 17 | 1007 |
2867 | 2 | 2 | 16 | 998 |
2843 | 2 | 2 | 16 | 989 |
2818 | 2 | 2 | 16 | 980 |
2794 | 2 | 2 | 15 | 971 |
2769 | 2 | 2 | 15 | 962 |
2745 | 2 | 2 | 15 | 953 |
2720 | 2 | 2 | 14 | 944 |
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