Mathfolis

Function Model Selection and Assumption Articulation

Unit 1 · Polynomial and Rational Functions

What AP Precalc asks here

Given a dataset (table) or a contextual description, choose the appropriate function family. Use the finite-difference test on equally spaced inputs: constant first differences → linear; constant second differences → quadratic; constant ratios of successive outputs → exponential. For non-equally-spaced data, work with AROCs instead of raw differences. AP free-response items also require you to articulate the assumptions of validity (domain, units, range of meaningful inputs).

Difference / ratio test (equally spaced x)

Linear
constant first differences\text{constant first differences}
Quadratic
constant second differences\text{constant second differences}
Exponential
constant ratio f(x+Δx)/f(x)\text{constant ratio } f(x + \Delta x) / f(x)
Caution: The difference test only works for equally spaced inputs. For uneven spacing, compute AROC on each interval and compare.
Type 1

Difference test for linear vs quadratic

Compute first differences. If they are constant, the data is linear. If not, compute second differences. If those are constant, the data is quadratic.

Example 1
Identify the family of the data f(0)=3,f(1)=5,f(2)=9,f(3)=15,f(4)=23f(0) = 3, f(1) = 5, f(2) = 9, f(3) = 15, f(4) = 23 at equally spaced inputs. (A) Linear (B) Quadratic (C) Exponential (D) Logarithmic

Practice more of this type— AI-generated · always-new problems

Generate Problems →
Type 2

Ratio test for exponential growth

Compute the ratio of successive outputs. A constant ratio means exponential growth/decay; the ratio is the growth factor per unit input.

Example 2
Identify the family of f(0)=3,f(1)=6,f(2)=12,f(3)=24,f(4)=48f(0) = 3, f(1) = 6, f(2) = 12, f(3) = 24, f(4) = 48 at equally spaced inputs. (A) Linear (B) Quadratic (C) Exponential (D) None of the above

Practice more of this type— AI-generated · always-new problems

Generate Problems →
Type 3

Context-based model selection

Match the verbal cue to a function family: constant rate → linear; constant acceleration → quadratic; percent change per unit time → exponential.

Example 3
A radioactive sample loses 25% of its mass each year. Which function family best models the remaining mass over time? (A) Linear with slope 0.25-0.25 (B) Quadratic with vertex at t=0t = 0 (C) Exponential with growth factor 0.750.75 (D) Linear with slope 25-25

Practice more of this type— AI-generated · always-new problems

Generate Problems →