Question 8·Medium·Two-Variable Data: Models and Scatterplots
A laboratory technician recorded the mass of a bacterial culture at 1-hour intervals. The results are shown below.
| Time, (hours) | 0 | 1 | 2 | 3 | 4 |
|---|---|---|---|---|---|
| Mass, (grams) | 2.0 | 2.9 | 4.3 | 6.0 | 8.8 |
A scatterplot of the data (not shown) suggests an exponential growth pattern. Which equation best models the mass in grams as a function of time ?
For scatterplot modeling questions, first decide if the pattern is linear (constant differences) or exponential (roughly constant ratios). Once you know it is exponential, write the general form , use the value at to get , and then estimate using ratios like . Finally, match your estimated and to the answer choices and, if needed, quickly plug in a couple of values to confirm which option tracks the data best.
Hints
Check the type of pattern
Look at how much the mass increases each hour. Are the increases (differences) the same every time, or do they change?
Think about exponential form
For exponential growth, a common form is . Use the value from the table at to figure out .
Use ratios, not differences
To estimate the growth factor in an exponential model, compare for several steps. What do these ratios suggest should be close to?
Compare with the answer choices
Once you know the starting value and an approximate growth factor, see which option uses that starting value and a base (the number raised to ) closest to your estimate.
Desmos Guide
Enter the data as a table
In Desmos, create a table (using the "+" button and choosing "Table") and enter the time values in the first column and the corresponding masses in the second column. This will plot the data points on the graph.
Graph each answer choice
In separate lines, type each equation using for time and for mass:
- Make sure all four graphs are turned on (checkboxes checked).
Compare the curves to the data points
Look at which graph passes through or closest to the plotted data points at . Focus especially on matching both the starting value at and the overall curved shape of the data. The equation whose curve best follows the points is the model you should choose.
Step-by-step Explanation
Decide if the pattern is linear or exponential
Compute the differences between consecutive masses:
- From to :
- From to :
- From to :
- From to :
These increases are not constant, so the data are not well modeled by a linear function like . The problem also says the scatterplot suggests exponential growth, so we should use an exponential model, not a linear one.
Use the general exponential form and find the initial value
A simple exponential growth model has the form
where is the initial value (mass at ) and is the growth factor per hour.
From the table, when , . Plugging into gives
So . This means any good exponential model should start with grams at , which rules out any model whose value at is not .
Estimate the hourly growth factor from the data
For exponential growth, the ratios should be roughly constant.
Compute these ratios:
- From to :
- From to :
- From to :
- From to :
These are all around to , so the culture multiplies by about each hour, not by or . The best exponential model will therefore have a base (growth factor) close to .
Choose and verify the model that matches 2 grams and a growth factor near 1.5
We found that a reasonable exponential model should:
- Start at grams when , and
- Multiply by about each hour.
The equation that does this is
Check it against the data:
- At : (close to )
- At : (close to )
- At : (close to )
- At : (a bit above , but still fits the exponential trend well)
Among the choices given, this equation best matches an exponential pattern with the correct initial value and approximate growth factor, so is the correct model.