Math Problem Statement
Create a linear model for the data in the table. x 2 6 9 10 11 13 17
y 7 11 15 16 18 21 26 Question content area bottom Part 1 Write a linear model for the data in the table. y=enter your response here x+(enter your response here)
Solution
To create a linear model for the data in the table, we need to find the equation of the line in the form , where is the slope and is the y-intercept.
Step 1: Calculate the slope
The formula for the slope is:
Where and are the means of the and values, respectively.
Step 2: Calculate the mean of and
Step 3: Calculate the slope
Using the data points:
Let's calculate it:
I'll calculate the exact values and provide the results.
Step 4: Calculate the y-intercept
The formula for the y-intercept is:
Final Linear Model
The linear model is:
Would you like more details or have any questions about this? Here are some follow-up questions you might find useful:
- How do you interpret the slope of this linear model?
- What does the y-intercept represent in this context?
- How would you use this model to predict the value of for a new value?
- Can you plot the data points and the linear model on a graph?
- How would the model change if there was an outlier in the data?
Tip: Always check the correlation coefficient to see how well the linear model fits the data.
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Math Problem Analysis
Mathematical Concepts
Algebra
Linear Equations
Statistics
Formulas
Slope formula: m = (Σ(x_i - x̄)(y_i - ȳ)) / (Σ(x_i - x̄)^2)
Linear equation: y = mx + b
Mean calculation: x̄ = (Σx) / n, ȳ = (Σy) / n
Theorems
Least Squares Method
Suitable Grade Level
Grades 9-12
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