Question 12·Hard·Two-Variable Data: Models and Scatterplots
A researcher investigated how a student’s total study time (in hours) is related to the student’s score on a standardized test (out of 100). Summary statistics for the sample of 50 students are shown.
| Statistic | Study time (hours) | Test score |
|---|---|---|
| Mean | 5.0 | 78.0 |
| Standard deviation | 2.0 | 6.0 |
| Correlation | — | 0.80 |
What is the slope of the least–squares regression line that predicts test score from study time?
For regression questions that give summary statistics instead of raw data, focus on identifying which variable is explanatory () and which is response (), then use the formula to get the slope quickly. Be careful not to swap and , and remember that multiplies the ratio of standard deviations rather than being added or subtracted. Do the fraction simplification first, then multiply by to reduce arithmetic mistakes under time pressure.
Hints
Connect slope to correlation and standard deviations
There is a specific formula for the slope of the least–squares regression line when you know the correlation and the standard deviations of and . Think about how , , and combine.
Identify which variable is and which is
In this problem, study time is the explanatory variable , and test score is the response variable . The standard deviation of should go in the numerator and the standard deviation of in the denominator.
Substitute and simplify carefully
Once you write , plug in , , and . Simplify the fraction first, then multiply so you do not confuse multiplying and dividing by 3.
Desmos Guide
Enter the slope formula with the given summary statistics
In Desmos, type the expression 0.80*(6/2) (this is with , , and ).
Read off the numerical result
Look at the value Desmos returns for 0.80*(6/2); that number is the slope of the regression line predicting test score from study time.
Step-by-step Explanation
Recall the slope formula for regression from summary statistics
When you predict a response variable from an explanatory variable using the least–squares regression line, and you are given the correlation and standard deviations, the slope is calculated by
where:
- is the correlation between and ,
- is the standard deviation of the response variable (here, test score),
- is the standard deviation of the explanatory variable (here, study time).
Identify and substitute the correct values
From the table:
- The correlation is .
- The standard deviation of test scores (the response, ) is .
- The standard deviation of study times (the explanatory variable, ) is .
Substitute these into the formula:
Simplify the expression to get the slope
First simplify the fraction:
Now multiply by the correlation:
So, the slope of the least–squares regression line predicting test score from study time is , which corresponds to choice C.