Math Problem Statement
Give the equation for the least squares regression line, and interpret it in context. answer this in 9th grade reading level
Solution
The equation of the least squares regression line shown in the image is:
Interpretation:
This equation tells us how the data is changing over time. The slope is , which means that for every year that passes, the value of the data decreases by about 0.393 units. The y-intercept is 994.19, which is the estimated value of the data when (which would be in the far past, outside the range of the data we see here).
The value is 0.7934, which means that about 79.34% of the variation in the data can be explained by the linear trend in this model. This indicates a fairly strong relationship between the time and the values shown in the plot.
Would you like more details or have any questions?
Here are 5 related questions to think about:
- What does the y-intercept of 994.19 represent in this context?
- Why does a negative slope indicate a decrease over time?
- What does an value of 0.7934 suggest about the data?
- How would the graph change if the slope were positive?
- What happens if the slope becomes steeper, say -1 instead of -0.393?
Tip: The closer the value is to 1, the better the line fits the data!
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Linear Regression
Slope-Intercept Form
R-squared Value
Formulas
y = mx + b (Slope-intercept form)
R² = 1 - (SSR / SST)
Theorems
Least Squares Regression
Suitable Grade Level
Grade 9
Related Recommendation
Match the Regression Equation y = 0.00114x + 2.53 with the Correct Graph
Determine the Line of Best Fit for a Linear Regression Problem
Understanding the Linear Regression Equation: y = 14.143x + 820.667
Regression Analysis: Calculate the Best-Fit Line for X and Y Data Sets
Linear Regression: Fitting a Straight Line to Data and Estimating y at x=2.5