Topic study & practice

1.14 · Function Model Construction and Application

Understand the ideas before moving on. Explore distinctive knowledge notes, worked examples, and connections between representations.

UNDERSTAND · APPLY · EXPLAIN

Topic 1.14 · Function Model Construction and Application

Construct a model, determine its parameters, and interpret predictions within the physical domain.

Use the model only on its stated domain, with quantities and units attached.

Teaching illustration · scroll to inspect
Use the model only on its stated domain, with quantities and units attached.

What a strong response shows

  • Define the input, output and units.

  • Use the given relationships to determine parameters.

  • Check the physical domain and verify a known value.

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01

What You Need to Know

Key idea

A function model is a mathematical claim about how an input controls an output. A strong AP response names the variables, selects a function family that matches the evidence, states the contextual domain, and explains what the result means in the situation.

Definitions

The input (independent variable) is the quantity you choose or observe first. The output (dependent variable) is the quantity predicted by the model. A parameter is a number in the formula whose value is determined by a restriction, a data pair, or a regression calculation.

Method

Step 11: identify the input, output, units, and allowed values. Step 22: look for constant differences, a constant product, a threshold, or a trend in a table or graph. Step 33: write the model and determine its parameters. Step 44: evaluate, check the domain, and interpret with units.

average rate of change=f(b)−f(a)b−a\text{average rate of change}=\frac{f(b)-f(a)}{b-a}
Worked example

If a quantity rises by the same amount whenever the input increases by one unit, begin with a linear model y=mx+by=m x+b. Use one known point to find bb after finding the constant rate mm. Then check another data point before making a prediction.

Common mistake

A formula can fit a few numbers and still be unreasonable outside the context. Do not extrapolate beyond the observed interval without explaining the assumption, and do not omit units from a rate or a final value.

Mini check

Before calculating, can you answer all four questions: What is xx? What is yy? What units do they use? Which x-values are allowed?

02

Learning Objectives

1.14.A

Construct a linear, polynomial, regression, or piecewise model from restrictions, a table, a graph, or a verbal rule. Success means your equation agrees with the evidence and your domain matches the context.

1.14.B

Construct and apply inverse and inverse-square rational models. Success means you preserve the reciprocal relationship and keep the square on the distance when the situation is inverse-square.

1.14.C

Use a model to evaluate, predict, compare rates, and interpret an answer with units. Success means you distinguish a value, a rate, and elapsed time instead of reporting the wrong quantity.

Practice path

Questions 1–2 emphasize model construction and interpretation; Questions 3–4 use inverse relationships; Questions 5–6 test recoding and threshold rules; Question 77 tests elapsed time.

Mini check

Point to one practice question for each objective. If you cannot explain why it belongs there, return to the Key Concepts card before attempting it.

03

Key Concepts

Linear model

A linear model y=mx+by=m x+b has a constant rate of change mm. The graph is a line, and the sign of mm tells whether the output increases or decreases as the input increases.

Piecewise model

A piecewise model uses different formulas on different intervals. A threshold often creates a flat first piece and a second piece that charges only for the amount beyond the threshold.

Inverse model

In y=kxy=\frac{k}{x}, the product xyx y is constant. Doubling xx halves yy, provided the context keeps the same constant kk.

Inverse-square model

In y=kx2y=\frac{k}{x^{2}}, the product x2yx^{2} y is constant. Doubling xx makes yy one-fourth as large; this is different from ordinary inverse proportionality.

Regression model

A regression equation summarizes a trend in data. Its coefficients depend on how the input is coded, so translate a coded input back to the real year, distance, or time before interpreting it.

y=mx+b,y=kx,y=kx2,C(d)={C0,0≤d≤d0C0+r(d−d0),d>d0y=mx+b,\qquad y=\frac{k}{x},\qquad y=\frac{k}{x^2},\qquad C(d)=\begin{cases}C_0,&0\le d\le d_0\\C_0+r(d-d_0),&d>d_0\end{cases}
Common mistake

The phrases “inversely proportional” and “decreases as xx increases” are not interchangeable. Use the formula or the constant-product test to identify the relationship.

Mini check

If xx is multiplied by 33, what happens to yy in an inverse model? What happens in an inverse-square model? Answer: yy is divided by 33 versus divided by 99.

04

Relevant Representations

Representation map

A table is useful for detecting repeated differences, products, or ratios. An equation makes restrictions and parameters visible. A graph reveals shape, intercepts, thresholds, and whether a prediction is interpolation or extrapolation.

Use the representation that answers the question
RepresentationLook forAP interpretation
Tableconstant differences or productsidentify a function family
Equationparameters, domain, unitsevaluate or solve
Graphshape, threshold, interceptdescribe behavior
Wordsincluded amount, rate, restrictionwrite the correct piece or domain
Recoded input

If t=year−2000t=\text{year}-2000, then t=24t=24 represents the year 20242024. The model is not wrong when the intercept changes after recoding; the meaning of the input has changed.

t=year−2000⟹calendar year=2000+tt=\text{year}-2000\quad\Longrightarrow\quad\text{calendar year}=2000+t
Recoded input changes the intercept, not the dataThe points show an increasing trend. If t is years since 2010, the model input is t=0,1,2,...; changing the origin changes the coefficient interpretation.012345670255075100t (years since 2010)response y
Recoded input changes the intercept, not the datadata trendmodel
Worked example

A data table indexed by t=0, 1, 2, …t=0,\,1,\,2,\,\dots is not indexed by calendar year. If a regression predicts y=74y=74 at t=6t=6, report the prediction for the year 20062006, not the year 66.

Common mistake

Do not read a graph scale as if every grid line were one unit. Read the labels, then check that the plotted point lies in the contextual domain.

Mini check

Which representation would you choose to verify that a pricing rule is continuous at a threshold? Write the two pieces and compare their values at the endpoint.

05

Essential Relationships or Formulas

Constant rate

For a linear relationship, m=y2−y1x2−x1m=\frac{y_{2}-y_{1}}{x_{2}-x_{1}}. Keep the order consistent in numerator and denominator so the sign is meaningful.

Inverse constant

For y=kxy=\frac{k}{x}, calculate k=xyk=x y from any reliable data pair. For y=kx2y=\frac{k}{x^{2}}, calculate k=x2yk=x^{2} y; the exponent belongs to xx before you solve for the constant.

Threshold rule

If d0d_{0} units are included, the excess is d−d0d-d_{0}. The second piece charges r(d−d0)r\left(d-d_{0}\right), not rd. This preserves the included amount and makes the rule continuous when appropriate.

Elapsed time

Solve for the two input values first. Then subtract the earlier input from the later input; do not report the later input alone.

m=y2−y1x2−x1,k=xy or k=x2y,Δt=t2−t1m=\frac{y_2-y_1}{x_2-x_1},\qquad k=xy\text{ or }k=x^2y,\qquad \Delta t=t_2-t_1
C(d)=C0+r(d−d0)(d>d0)C(d)=C_0+r(d-d_0)\quad(d>d_0)
Worked example

Suppose I=26.5I=26.5 when x=4x=4 in I=kx2I=\frac{k}{x^{2}}. Then k=26.5(42)=424k=26.5 \left(4^{2}\right)=424. At x=3.3x=3.3, I=4243.32≈38.9I=\frac{424}{3.3^{2}}\approx 38.9. The answer is larger because the distance is smaller.

Common mistake

Do not round kk before the final evaluation when the question asks for a decimal approximation. Keep the exact constant or full calculator precision until the end.

Mini check

For a model y=120x2y=\frac{120}{x^{2}}, compare yy at x=2x=2 and x=6x=6. The second value should be 19\frac{1}{9} of the first because 626^{2} is nine times 222^{2}.

06

Worked Examples

Example 1 · inverse-square

A light source has intensity 26.526.5 at distance 44. Assume I=kx2I=\frac{k}{x^{2}}. First compute k=26.5⋅42=424k=26.5\cdot 4^{2}=424. Next evaluate I(3.3)=4243.32≈38.9I \left(3.3\right)=\frac{424}{3.3^{2}}\approx 38.9. Finally state the interpretation: moving closer increases the modeled intensity.

Inverse-square model: intensity increases as distance decreasesAn exact curve for I=424/x^2 on the positive domain. The marked coordinates correspond to the source model values at distance 4 and distance 3.3.3456780204060distance xintensity I
Inverse-square model: intensity increases as distance decreases
Example 2 · threshold pricing

A plan includes 55 GB for 79.9579.95 dollars and charges 1010 dollars per additional gigabyte. For 0≤d≤50\le d\le 5, C(d)=79.95C\left(d\right)=79.95. For d>5d>5, C(d)=79.95+10(d−5)C\left(d\right)=79.95+10 \left(d-5\right). At d=8d=8, C(8)=109.95C\left(8\right)=109.95 dollars.

Threshold pricing is a piecewise ruleThe first five gigabytes cost 79.95. Every additional gigabyte adds 10 dollars, so the second piece begins at (5,79.95).05101204080120160data used d (GB)cost C(d) ($)
Threshold pricing is a piecewise rule
Example 3 · coded regression

A model uses t=year−2010t=\text{year}-2010. If the calculator output at t=6t=6 is 7474, the prediction belongs to 20162016. The coefficient describes change per coded year, while the intercept describes the model at year 20102010.

Common mistake

A correct numerical substitution can still answer the wrong question. Label every intermediate value with its meaning before writing the final sentence.

Mini check

Which step would you show first in each example: identify the model family, find the constant, evaluate, or interpret? The family and variables must come before calculator entry.

07

Common Mistakes

Mistake 1 · wrong relationship

Using y=kxy=k x when the evidence is inverse, or using y=kxy=\frac{k}{x} when the evidence is inverse-square, changes every prediction. Test xyx y or x2yx^{2} y with two data pairs before choosing.

Mistake 2 · lost exponent

Writing k=xyk=x y for an inverse-square situation omits the square. Circle the word “square” in the prompt and keep it visible in the model.

Mistake 3 · double charging

In a threshold plan, the included amount is already paid for. Use the excess d−d0d-d_{0} in the second piece; never use dd unless the problem explicitly says the entire amount is charged at the higher rate.

Mistake 4 · coded input

A regression with t=year−2000t=\text{year}-2000 does not use the calendar year directly. Convert the requested year to tt before evaluating, and convert tt back when interpreting.

Mistake 5 · wrong time quantity

A target time and an elapsed time are different. Solve for both target inputs and subtract them if the question asks “how long” or “how many hours.”

Diagnostic checklist

Before submitting, underline the model family, circle the domain, box the units, and write one sentence explaining the output. If one of these is missing, the work is not finished.

Mini check

A student writes C(d)=79.95+10dC\left(d\right)=79.95+10 d for a plan that includes 55 GB. Identify the error and repair the formula for d>5d>5: C(d)=79.95+10(d−5)C\left(d\right)=79.95+10 \left(d-5\right).

08

AP Exam Tips

Set up before calculating

Write the variable definitions and the model before entering numbers. A calculator decimal without a model does not show what was evaluated or whether the input was coded correctly.

Use units as a guardrail

Rates carry units such as dollars per gigabyte or intensity per distance. Keep those units beside the expression; they reveal when you divide in the wrong direction.

Interpret the requested quantity

“What is the value?” asks for one evaluation. “How fast?” asks for a rate. “How long?” asks for a difference between two inputs. Match the final sentence to the verb in the prompt.

Check endpoints and domain

For piecewise rules, test the threshold from both sides. For rational models, reject inputs that are impossible in context or that make a denominator zero.

Calculator communication

When a graphing calculator is allowed, record the model, the input, the unrounded display value, and the rounded answer with units. This makes a numerical response auditable.

Mini check

If a calculator gives t1=2.4t_{1}=2.4 and t2=7.9t_{2}=7.9 for two target outputs, report 5.55.5 time units when the prompt asks for elapsed time, not 7.97.9.

Final review

Ask: Is the function family justified? Is the domain stated? Are the units and coded inputs correct? Does the answer describe the situation rather than only display a number?

TRY IT IN A NEW SETTING

Can you transfer the method?

An inverse-square model has I(r)=k/r2I(r)=k/r^2 and I(2)=12I(2)=12. Find kk and predict I(4)I \left(4\right). State a meaningful distance domain.

Compare your reasoning

From 12=k412=\frac{k}{4}, k=48k=48. Thus I(4)=4816=3I \left(4\right)=\frac{48}{16}=3. A meaningful distance domain is r>0r>0, subject to the context and the range over which the model is reasonable.

Use it in a real question

Work independently, then compare the mathematical evidence in your answer.

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