Math Problem Statement
For ten students, a teacher records the following scores of two assessments, Quiz 1 and Test.
Quiz 1 (x) Test (y) 15 20 12 15 10 12 14 18 10 10 8 13 6 12 15 10 16 18 13 15 Mean 11.9 14.3 Standard Deviation 3.3 3.5
The correlation of Quiz 1 and Test is 0.568.
Given the information below, what is the slope and y-intercept for the least-squares line of the Quiz 1 scores and Test scores? Answer choices are rounded to the hundredths place.
Solution
To find the slope and y-intercept of the least-squares regression line, we can use the formulas for linear regression:
-
Slope (b): where:
- is the correlation coefficient,
- is the standard deviation of the values (Test scores),
- is the standard deviation of the values (Quiz 1 scores).
-
y-intercept (a): where:
- is the mean of the values (Test scores),
- is the mean of the values (Quiz 1 scores),
- is the slope.
Step 1: Calculate the Slope (b)
We are given:
- ,
- (standard deviation of Test scores),
- (standard deviation of Quiz 1 scores).
Using the formula for the slope: So, the slope .
Step 2: Calculate the y-intercept (a)
We are given:
- (mean of Quiz 1 scores),
- (mean of Test scores),
- .
Using the formula for the y-intercept: So, the y-intercept .
Final Answer:
- Slope ,
- y-intercept .
Would you like to go over the calculations further or have more details?
Here are 5 related questions:
- How is the least-squares regression line used in predicting values?
- What is the significance of the correlation coefficient in linear regression?
- How would you interpret the slope of the regression line in this context?
- Can you explain the role of the y-intercept in this problem?
- How would the line change if the correlation were negative?
Tip: In regression analysis, the slope represents how much the dependent variable (Test scores) changes for each unit increase in the independent variable (Quiz 1 scores).
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Math Problem Analysis
Mathematical Concepts
Statistics
Linear Regression
Correlation
Formulas
Slope (b) = r * (sy / sx)
y-intercept (a) = ȳ - b * x̄
Theorems
Least-squares regression line
Suitable Grade Level
Grades 10-12
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