Math Problem Statement
Solution
To solve this problem, we need to follow these steps:
1. Determine the Linear Regression Equation
A linear regression equation has the form: Where:
- is the number of years after 1988,
- is the value of the investment at year ,
- is the slope (rate of change of the investment per year),
- is the y-intercept (value of the investment at , i.e., in 1988).
2. Find the Slope
The slope is calculated using two points and : We can choose any two points from the table. Let's use the first and the last data points:
- For , ,
- For , .
Now, calculate the slope :
3. Find the y-intercept
Now that we have the slope , we can substitute one point into the linear equation to solve for . Let's use the point :
4. Write the Linear Regression Equation
Now we have both and , so the equation becomes:
5. Answer the Questions
-
The value of the investment in the year 1988 is given by , which is the value at :
-
The rate of change of the investment is the slope , which is dollars per year. The value is decreasing by this amount each year.
Final answers:
- The value of the investment in 1988: .
- The value of the investment is decreasing at a rate of per year.
Would you like more details on any step or further clarification?
Here are 5 questions that could extend this topic:
- How can we use this linear model to predict future values of the investment?
- What does the negative slope imply about the trend in investment value over time?
- Could a different type of regression (e.g., exponential) model this data more accurately?
- What happens to the investment value after 19 years, based on this model?
- How would we find the point at which the investment becomes zero?
Tip: When using linear regression, the slope tells you how much the dependent variable changes for every unit increase in the independent variable.
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Math Problem Analysis
Mathematical Concepts
Linear Regression
Algebra
Formulas
Linear regression equation: V(n) = mn + b
Slope formula: m = (V(n2) - V(n1)) / (n2 - n1)
Intercept formula: b = V(n) - mn
Theorems
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Suitable Grade Level
Grades 10-12