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Instructions: The Excel file for this assignment contains a database with information about the tax assessment value assigned to medical office buildings in a city.
Instructions:
The Excel file for this assignment contains a database with information about the tax assessment value assigned to medical office buildings in a city. The following is a list of the variables in the database:
- FloorArea: square feet of floor space
- Offices: number of offices in the building
- Entrances: number of customer entrances
- Age: age of the building (years)
- AssessedValue: tax assessment value (thousands of dollars)
Use the data to construct a model that predicts the tax assessment value assigned to medical office buildings with specific characteristics.
- Construct a scatter plot in Excel withFloorArea as the independent variable andAssessmentValue as the dependent variable. Insert the bivariate linear regression equation and r^2 in your graph. Do you observe a linear relationship between the 2 variables?
- Use Excel's Analysis ToolPak to conduct a regression analysis ofFloorArea andAssessmentValue. Is FloorArea a significant predictor ofAssessmentValue?
- Construct a scatter plot in Excel withAge as the independent variable andAssessmentValue as the dependent variable. Insert the bivariate linear regression equation and r^2 in your graph. Do you observe a linear relationship between the 2 variables?
- Use Excel's Analysis ToolPak to conduct a regression analysis of Age and Assessment Value. IsAge a significant predictor ofAssessmentValue?
Constructa multiple regression model.
- Use Excel's Analysis ToolPak to conduct a regression analysis withAssessmentValueas the dependent variable andFloorArea,Offices,Entrances, andAge as independent variables. What is the overall fit r^2? What is the adjusted r^2?
- Which predictors are considered significant if we work with =0.05? Which predictors can be eliminated?
- What is the final model if we only useFloorArea and Offices as predictors?
- Suppose our final model is:
- AssessedValue = 115.9 + 0.26 xFloorArea + 78.34 xOffices
- What would be the assessed value of a medical office building with a floor area of 3500 sq. ft., 2 offices, that was built 15 years ago? Is this assessed value consistent with what appears in the database?
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