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2.3 — Linear, Exponential or Neither?
1. In class: A Practice Understanding Task
Identify the pattern of change
In Sections 2.1–2.2 you worked with arithmetic sequences, geometric sequences, and their related functions. Today's task is to recognize those patterns regardless of how they are presented.
Linear: equal changes in the input produce equal differences in the output. For input steps of size 1, the output adds the same number each step.
Exponential: equal changes in the input produce equal multiplication factors in the output. For input steps of size 1, the output multiplies by the same positive factor each step in the standard real-valued exponential model.
Neither: the relationship does not follow either pattern. "Not linear" does not automatically mean "exponential."
| Look for | Linear | Exponential |
|---|---|---|
| Pattern | Same amount added or subtracted | Same factor multiplied |
| Equation | ||
| Graph | Points follow a straight line | Typical increasing or decreasing exponential curve |
| What stays constant? | Slope (change in y divided by change in x) | Multiplier over equal steps in x |
These forms describe the familiar nonconstant cases. A constant function is linear with slope zero, though the equation
Suppose the input rises by 2 at every step:
| 1 | 3 | 5 | 7 | |
|---|---|---|---|---|
| 11 | 17 | 23 | 29 |
The y-values change by
Two reasons: equal input steps give equal output differences; and the data agree with an equation of the form
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 5 | 15 | 45 | 135 |
For each increase of 1 in x, the output is multiplied by 3:
Thus
Always check the input spacing first
Suppose the x-values are
| 0 | 1 | 3 | 6 | |
|---|---|---|---|---|
| 4 | 7 | 13 | 22 |
The output differences are
The constant rate per unit input shows a linear relationship:
Recognize functions in different representations
From a graph
A straight, nonvertical line represents a linear function. Compare the line in Problem 1 with the curved graph in Problem 11 of your packet. The line has the same slope from one location to another. The exponential-shaped curve becomes steeper as x increases: equal x-steps do not add the same amount, but its growth is consistent with a constant multiplication factor.
Don't classify a graph as exponential just because it curves. The curved graph in Problem 5 is neither linear nor exponential. Its shape bends downward rather than growing steeper like the increasing exponential graph in Problem 11.
From an equation
Compare
| Equation | Classification and reason |
|---|---|
| Linear: x is multiplied by 4; each extra unit of x adds 4 to y. | |
| Exponential: x is the exponent; each extra unit of x multiplies y by 4. | |
| Neither: x is squared, so equal x-steps do not give a constant added amount or a fixed multiplier. |
In Problem 7, rearrange an equation such as
From a written situation
| Words | What to look for |
|---|---|
| “$25 more each week” or “$25 less each week” | Linear: a constant number added/subtracted |
| “Increases by 75% each year” | Exponential: multiply by |
| “Decreases by 1.5% each year” | Exponential: multiply by |
| “An object's height depends on its age” | Not enough for a fixed pattern; many actual growth processes are neither |
From a recursive rule
A recursive rule tells you how to find a term from earlier terms. A starting value is essential.
Rule A:
Rule B:
Recognize “neither” and justify the choice
For a relationship to be neither, you should be able to say what goes wrong with both patterns. A useful response contains two independent observations, not two ways of repeating the same claim.
Suppose we have values
The differences are
For a fixed trip of 120 miles at constant speed, time in hours is
| Speed (mph) | 30 | 40 | 60 | 80 |
|---|---|---|---|---|
| Time (hours) | 4 | 3 | 2 | 1.5 |
The changes in time for equal 20-mph steps from 40 to 60 to 80 mph are
“Each point on the graph is exactly 1/3 of the previous point” is not precise: a point has two coordinates and cannot simply be “one-third” of the preceding point in the sense intended here. The likely intended statement is: when the input increases by one unit, each new output is one-third of the previous output. With that assumption the outputs follow an exponential (geometric) pattern. Without equal input steps, this classification is not determined.
A finite table of height and shoe-size measurements can show that the listed observations do not lie on a single linear or exponential pattern, but it cannot prove the form of every possible function outside those measurements. Classify the represented data as neither of the two familiar models; do not claim the table determines a unique rule for every height.
1. Describe the behavior (equal differences, equal factors, or neither) using actual values, the equation, or the graph. 2. Supply a different kind of evidence: a slope, a second calculation, a matching equation form, or an explanation of why the alternative pattern fails.
2. READY — Compare rates of change
Study the worked examples first, then try the problems yourself. An answer key at the bottom of this section is provided to check your work.
Rates in linear tables and graphs
A linear relationship has a single slope, so we can compare two lines by finding their change in y per one unit of x. Use the axes and scale, not simply the angle the line seems to make on the page.
Relationship A is recorded at
Both are positive changes per one unit of x, and relationship B increases faster because
Rates in exponential situations
An exponential function does not have one constant additive rate. Its numerical change per unit input depends on where you measure it, even though the multiplier over equal input steps stays constant.
Compare
Over this interval, B increases by more. But to compare their rates later, measure changes over another specified interval; “which exponential grows faster?” cannot always be answered by comparing a single pair of slopes.
Problem 2: Each curve gets steeper, so neither has a single constant slope. Use comparable intervals on the two graphs, and describe the visible comparison rather than claiming one permanent rate of change. Problem 3: Lee loses $25 each week; Jose pays half his remaining $50 debt each week. Jose pays $25 the first week, $12.50 the second, and $6.25 the third. The first-week changes are equal; after that, Lee's $25 weekly change exceeds Jose's weekly payment. The answer depends on the interval.
Shapes and repeated multiplication
For Ready Problem 4, the table's x-values rise by 4 as y rises by 2, giving a slope of
For Ready Problem 5, compare the multiplier in
The Magic Pot description does not specify whether the five pots work in sequence, in parallel, or whether a “round” means one use of a single pot or all five. State the process you assume before comparing growth factors. Different procedures can create different multipliers.
Check your work — Ready 1–5 answer key
- (b): its slope is 6, using (0, −3) and (1, 3); the table in (a) has slope 5.
- (b) rises faster on the displayed positive-input portion. The grids have no numerical scales; this comparison assumes matching scales. Exponential rates vary with input.
- Comparing weekly payment amounts: they tie at $25 in week 1; thereafter Lee pays more. Lee continues paying $25, while Jose’s successive payments halve. If comparing balances, specify whether “greater” means signed change or amount paid.
- (b): rhombi increase by 2 per figure, versus \(\frac12\) per x-unit in (a).
- (a), under the intended comparison of factor 5 with factor 2. Having five pots does not specify how they are used; five successive doublings would instead multiply by 32.
3. SET — Classify equations, graphs, and stories
Study the worked examples first, then try the problems yourself. An answer key at the bottom of this section is provided to check your work.
A town starts with 8,000 people and decreases by 1.5% per year. Each year 98.5% of the previous year's population remains:
This is exponential: the repeated factor is
Suppose a worker earns a $30,000 base salary plus 4.25% of total sales
This is linear because each additional dollar of sales adds exactly
For Set Problem 8, rearrange
For Set Problem 9, the daily gifts in “The 12 Days of Christmas” add a new set of gifts each day. The total received on each day follows
For Set Problem 11, the area values for side lengths 1, 2, 3, 4 are 1, 4, 9, 16. Equal increases in side length do not give equal area increases or equal multiplication factors. This is neither, not exponential just because the outputs increase.
Check your work — Set 6–11 answer key
- Exponential: annual multiplier \(0.985\).
- Linear: earnings \(E=30000+0.0425s\), with sales s as input.
- Linear: \(y=-\frac34x-\frac34\).
- Neither: daily gift totals are \(1,3,6,10,\ldots\), with increasing differences.
- Neither an unshifted exponential nor linear: the curved graph approaches a nonzero height to the left and crosses the x-axis.
- Neither: area \(A=s^2\) is quadratic.
4. GO — Geometric means and slope
Study the worked examples first, then try the problems yourself. An answer key at the bottom of this section is provided to check your work.
Geometric means: Find the missing ratio first
A geometric sequence has the same multiplier
To fill missing terms, count the number of jumps from the known first term to the known last term. If four jumps take
Find the three missing terms in a geometric sequence beginning at 4 and ending at 324 after four steps, assuming a positive ratio.
Multiply by 3 four times:
Module 1, Section 1.10 taught that some geometric sequences can have more than one valid solution. A geometric common ratio can be negative, so it is worth checking both signs when you find missing terms.
Problem 12: The first term is 2 and the fifth term is 162. Both sequences satisfy the given information:
- 2, 6, 18, 54, 162 — common ratio 3.
- 2, −6, 18, −54, 162 — common ratio −3.
Problem 13 is different: its first term is 1/9 and its fourth term is −3. Because these terms are three multiplication steps apart, the real common ratio is uniquely −3.
Remember: when finding missing geometric terms, check whether positive and negative common ratios both work. This is a reminder of mathematics introduced earlier in MVP, not a new restriction.
A geometric sequence has
Successively multiply by
Suppose
For real values,
Rates of change from tables and points
The slope between two points is the change in the vertical variable divided by the change in the horizontal variable:
When x-steps are unequal, divide the y-difference by the actual x-difference. For a straight line this quotient is the same for any two distinct points.
| -4 | -1 | 2 | |
|---|---|---|---|
| 9 | 3 | -3 |
Check the next interval:
A line contains
Note how subtracting a negative in the denominator becomes addition:
For Go Problem 21: read two points on the drawn line whose coordinates are clear (prefer grid intersections), then use rise over run. You do not need to redraw the packet's existing graph.
Check your work — Go 12–22 answer key
- Missing terms: \(6,18,54\) (ratio 3). A negative ratio also gives \(-6,18,-54\).
- Missing terms: \(-\frac13,1,9\) (ratio \(-3\)).
- Missing terms: \(5,2.5,1.25\) (ratio \(\frac12\)); ratio \(-\frac12\) instead gives \(-5,2.5,-1.25\).
- \(gz,gz^2,gz^3\), using ratio z; ratio \(-z\) gives \(-gz,gz^2,-gz^3\) as another possibility.
- \(-9,-27,-81\) (ratio 3); ratio \(-3\) instead gives \(9,-27,81\).
- No single constant slope as printed: consecutive slopes are \(-\frac72,-\frac72,-\frac{13}{4}\). The apparent intended slope is \(-\frac72\), which requires the final table output to be −6.5 rather than −6.
- \(2\).
- \(2\).
- \(4\).
- \(\frac14\).
- \(2\).
Additional Learning Resources
These resources explain the same skills from a more traditional angle. Use the suggested parts; some sources continue into material beyond today’s lesson.
| Resource and direct link | What it covers / why use it | Scope / What to skip |
|---|---|---|
| Khan Academy — Exponential vs. linear growth (video) | Direct match for classifying equal differences versus equal ratios in tables. | Close match. Watch the full short comparison. |
| Paul's Online Math Notes — Exponential Functions and practice with solutions | Clear written explanation of | Some extra material. Use the definition, first graphing example, and basic function-value practice. Skip sections introducing |
| Khan Academy — Geometric sequences review | Extra help with Go 12–16: common ratio, explicit and recursive formulas, and missing terms. | Close match. Focus on common ratios, including negative ratios. |
| Professor Leonard — Intermediate Algebra Lecture 12.3: Graphing and Solving Exponential Functions | Optional longer classroom-style review of exponential equations and graphs. | Significantly broader. Use the introductory discussion of exponential form and graphs; skip later equation-solving techniques not assigned in Section 2.3. Specific timestamps could not be verified. |
Teacher's Review
The main task appropriately practices classification across representations. The following issues deserve specific clarification rather than a general criticism of the instructional approach.
Main task, Problem 14 — “each point” is not a precise growth rule
The task describes each point as one-third of the previous point, but does not identify whether the y-values are being multiplied, how the inputs progress, or what “previous” means in the graph. For a standard geometric or exponential interpretation, it must state that outputs are multiplied by one-third over equal input steps. Without that condition, classification as exponential is not established.
READY Problems 2–3 — Rate-of-change comparison is underspecified
Exponential functions have changing absolute rates, so “greater rate of change” requires a specified input interval or an indicated comparison point. Problem 3 also compares a constant weekly $25 deduction with a debt repayment that halves each week: the first changes are tied at $25 and later repayments are smaller. The question should specify the interval and whether “greater” refers to signed change or the magnitude of the decrease.
READY Problem 5 — Ambiguous Magic Pot procedure
Five pots are mentioned without specifying whether the doubling is sequential, parallel, or measured per one complete round. Consequently, the effective factor cannot be uniquely compared with
Curriculum Coverage
| MVP assignment | Skills assessed | Where covered here |
|---|---|---|
| Main, 1–5 | Graph or table shape; linear, exponential, neither; equal differences or ratios | In class, worked examples 1–2 and 4–6 |
| Main, 6–12 | Real contexts; linear equations; ordered data; exponential curves; inverse speed/time | In class, worked example 7 |
| Main, 13–16 | Square-power expression; verbal ratio; recursive rules | In class, worked examples 4–5 and Problem 14 clarification |
| Ready, 1–5 | Slope comparison, changing exponential rates, growth contexts, patterns in figures | Section 2, Ready examples and clarifications |
| Set, 6–11 | Percent changes, commission, rearranging equations, other growth patterns | Section 3, Set worked examples |
| Go, 12–16 | Geometric means, common ratios, including negative ratios and symbolic terms | Section 4, Problems A–C and red clarification |
| Go, 17–22 | Slope from tables, point pairs, a graph | Section 4, Problems D–E |
The examples and practice explanations above support the mathematical skills required for the listed packet problems; they do not reproduce the worksheet's complete solutions.
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