Question 57·Hard·Two-Variable Data: Models and Scatterplots
A website tracks the number of daily views, , that a newly uploaded video receives over several days, . The initial scatterplot of versus shows a curved, decreasing trend. When the data analyst plots on the vertical axis against on the horizontal axis, the points form a nearly perfect straight line with negative slope.
Based on these observations, which type of function is most appropriate for modeling as a function of ?
For SAT questions about choosing a model type from scatterplots and log transformations, memorize the key patterns: if vs. is straight, the relationship is linear; if vs. is straight, the underlying model is exponential in ; if vs. is straight, it is a power function; and if vs. is straight, it is logarithmic. When you see a log applied to one variable in the graph description, quickly write the implied linear equation (like ), solve for the original variable, and match the resulting form to the answer choices instead of trying to reason from the scatterplot shape alone.
Hints
Use the information about ln v vs. d
Focus on the second description: plotted against is almost a straight line. What kind of algebraic equation connects two quantities when their graph is a straight line?
Write an equation and solve for v
If a straight line relates and , write it as . How can you undo the natural log on to get an equation just in terms of and ?
Compare your equation with each function type
After you solve for , write sample equations that fit each answer choice (for instance, for one, for another, for another) and compare their shapes and structure with the equation you found for . Which option has the same pattern of where appears?
Desmos Guide
Set up example models for each function type
In Desmos, enter sample functions that represent each answer type using the variable d:
- Linear-type example:
v(d) = 100 - 5d - Example of the form
v(d) = A*B^d - Power-type example:
v(d) = 100*d^-1 - Logarithmic-type example:
v(d) = 50 + 10*ln(d)(Desmos will create sliders for constants likeA,Bif you want.)
Graph ln v versus d for each model
For each function you defined, create a new expression for the transformed output, such as g(d) = ln(v(d)). Plot each g(d) on the same axes as a function of d. Visually compare which transformed graph looks like a straight line, since the problem states that versus forms an almost perfect straight line.
Match the straight-line transformation to an answer choice
Notice which type of original model (from your four examples) produces a graph of versus that appears linear in Desmos. That is the same function type that best matches the situation described in the question.
Step-by-step Explanation
Translate the straight line in the transformed plot into an equation
The problem says that when the analyst plots on the vertical axis against on the horizontal axis, the points form a nearly perfect straight line with negative slope.
A straight line in these variables means and are related linearly, so we can write
where is the (negative) slope and is the intercept.
Rewrite the equation in terms of v instead of ln v
To solve for , undo the natural log by exponentiating both sides with base :
Since , we get
Now separate the terms in the exponent:
Let and , so
Match the form of v(d) to a function type
The model we found is
where and are constants and the variable appears in the exponent.
Among the answer choices, a function where the input variable is in the exponent (with a constant base) is called an exponential function, so the most appropriate model is B) Exponential.