Question 30·Hard·Two-Variable Data: Models and Scatterplots
The table shows values of and for a set of measurements. The -values are rounded to the nearest whole number.
An exponential model of the form is proposed, where and .
Which choice gives a model that is most consistent with the data?
For , use two points to form a ratio , then take the appropriate root to estimate . After that, substitute any point into to find , and verify the choice by checking how well it matches another data point (allowing for rounding).
Hints
Use ratios for exponential models
With an exponential model, compare two points using a ratio like .
Match the ratio to the change in
From to , the change in is 3, so the ratio of the -values corresponds to .
Find after you have
Once you have an estimate for , plug one data point (like ) into to solve for .
Desmos Guide
Enter the data points
In a table, enter the points , , , and .
Graph the candidate models
In separate lines, graph each option:
Compare closeness to the points
Check which curve stays closest to all four plotted points (smallest vertical gaps overall), remembering the -values are rounded.
Step-by-step Explanation
Use a ratio over a change in
In , if increases by 3, then is multiplied by .
Using and from the table:
So .
Estimate by taking a cube root
Take the cube root of both sides:
(For example, .)
Use a data point to estimate
Use the row where and :
So
Write the model
Substituting the estimated parameters gives the model
Check with another point (rounding is expected)
Check :
which matches the table after rounding. Therefore, the most consistent choice is .