Question 12·Medium·Two-Variable Data: Models and Scatterplots
A researcher collected data from 50 students on total study time, (in hours), and standardized test score, (out of 100). The line of best fit for the data is given by
Which of the following is the best interpretation of the number 2.4 in this context?
For interpretation questions about linear equations, first identify which number is the slope (the coefficient of ) and which is the -intercept (the constant term). Then translate the slope into a sentence: "For each additional [unit of ], the predicted [] increases/decreases by [slope value]." Make sure your interpretation includes the correct units and direction (increase or decrease based on the sign of the slope).
Hints
Identify the slope in the equation
In a linear equation , the number multiplied by is the slope. Which number in is multiplied by ?
Recall what slope represents
The slope of a line tells you the rate of change—how much changes when increases by 1. Think about what happens to the predicted test score when study time increases by 1 hour.
Match the interpretation to the context
Since is study time (hours) and is predicted test score (points), the slope should describe how many points the score changes per hour of study. Look for an answer that matches this pattern.
Desmos Guide
Graph the line of best fit
In Desmos, type y = 66 + 2.4x to see the line. Notice that it slopes upward, confirming a positive relationship.
Verify the slope by testing two points
Click on the line at (you will see ) and at (you will see ). The difference confirms the slope.
Step-by-step Explanation
Identify the form of the equation
The equation is in slope-intercept form , where:
- is the -intercept (the predicted value when )
- is the slope (the rate of change)
Interpret the slope in context
The slope tells us that for each 1-unit increase in (study time), the predicted value of (test score) increases by 2.4 units.
In context: For each additional hour of study time, the predicted test score increases by 2.4 points.
Select the correct interpretation
The answer that correctly describes the slope is: "For each additional hour of study time, the predicted test score increases by 2.4 points."
This matches the definition of slope as the change in per unit change in .