Math Problem Statement
The relationship between number of beers consumed (x) and blood alcohol content (y) was studied in 23 male college students by using least squares regression. The following regression equation was obtained from this study: 0=0.0127+0.028020 Suppose that the legal limit to drive is a blood alcohol content of 0.08. If Sam consumed 5 beers the model would predict that Sam would be _ above the legal limit. Give an exact answer based on the model.
Solution
The regression equation provided is:
where:
- is the blood alcohol content (BAC),
- is the number of beers consumed.
To find Sam's predicted BAC after consuming 5 beers, substitute into the equation:
Calculate the BAC:
Since the legal limit is 0.08, Sam's predicted BAC of 0.1527 is above the legal limit. The amount above the limit is:
Answer:
Based on the model, Sam would be 0.0727 above the legal limit.
Would you like further details or have any questions?
Here are some related questions for further understanding:
- How would the result change if the number of beers consumed were different?
- What is the significance of each parameter in the regression model?
- What does a residual value represent in this context?
- How reliable is this model for predicting BAC, and what factors could affect accuracy?
- What are potential legal and health implications of exceeding the BAC limit?
Tip: Always interpret coefficients in regression models to understand how changes in the independent variable affect the dependent variable.
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Math Problem Analysis
Mathematical Concepts
Linear Regression
Substitution in Algebra
Basic Arithmetic
Formulas
y = 0.0127 + 0.0280x
Theorems
Least Squares Regression
Suitable Grade Level
Grades 10-12
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