Question 25·Easy·Two-Variable Data: Models and Scatterplots
The values shown in the table represent a set of measurements.
| 0 | 1 | 2 | 3 | 4 | |
|---|---|---|---|---|---|
| 80 | 56 | 39 | 27 | 19 |
Which of the following best describes the relationship between and ?
For questions asking which model (linear vs exponential, increasing vs decreasing) fits data, first quickly decide the direction: scan the table or graph to see if mainly increases or decreases as increases and immediately eliminate options with the wrong direction. Next, test linearity by checking whether the differences in for equal steps in are roughly constant; if not, check whether the ratios between consecutive values are roughly constant, which suggests an exponential pattern. Finally, match your findings (direction and type) to the answer choice, without spending time finding exact equations unless the question specifically requires it.
Hints
Look at the direction of change
From to , does get larger or smaller? Use that to eliminate the choices that don’t match the direction of change.
Test for a straight-line (linear) pattern
For a linear relationship, the change in for each increase of 1 in should be about the same. Compute the differences between consecutive values and compare them.
If it’s not linear, compare ratios
When the differences are not similar, try comparing ratios like . Are these ratios roughly the same each time?
Match your observations to the answer choices
After you decide whether the relationship is increasing or decreasing and whether it’s closer to a straight line or a curve with a constant ratio, choose the option whose description fits both observations.
Desmos Guide
Enter the data as a table
In Desmos, create a table with and columns. Enter the values 0, 1, 2, 3, 4 in the first column and the corresponding values 80, 56, 39, 27, 19 in the second column. Look at the plotted points to see that they do not lie on a straight line.
Check how far the pattern is from linear
Add a new expression line and type something like y1 ~ m x1 + b to do a linear regression. Observe the graph: notice that while a line can be drawn, the points bend away from a perfect straight line, especially at the ends, suggesting a non-linear pattern.
Check for an exponential pattern
Add another expression line and type y1 ~ a * b^x1 to fit an exponential model. Compare how closely this curve follows the points versus the line from the linear regression. Also check the value of b; it should be less than 1, consistent with a repeated percentage decrease.
Use your observations to choose the description
Based on whether the best-fit curve is roughly straight or clearly curved, and whether goes up or down as increases, match what you see in Desmos to the answer choice that names that type and direction of relationship.
Step-by-step Explanation
Decide if the relationship is increasing or decreasing
Look at how changes as increases from 0 to 4:
- When goes from 0 to 4, goes from 80 down to 19.
So as increases, decreases. This rules out any "increasing" option.
Check for a linear (straight-line) pattern
For a linear relationship, when increases by 1, the change in should be (about) the same each time.
Compute the differences between consecutive values:
- From 80 to 56:
- From 56 to 39:
- From 39 to 27:
- From 27 to 19:
These changes are not constant; the drop in is getting smaller each step. That means the relationship is not linear, so the correct choice is not any linear option.
Check for an exponential-type pattern
A common non-linear pattern is exponential, where each step multiplies by (about) the same factor instead of subtracting the same amount.
Compute ratios of consecutive values:
These ratios are all close to , so each step multiplies by roughly (a decrease each time). This is the hallmark of an exponential relationship rather than a linear one.
Combine direction (decreasing) with type (exponential)
We found that:
- decreases as increases (so the relationship is decreasing), and
- the ratio between consecutive values is roughly constant (so the relationship is exponential).
Therefore, the relationship between and is best described as decreasing exponential.