2.3 Linear Functions, Slope & Rate of Change

Key Takeaways

  • A linear function is characterized by a constant rate of change; its algebraic formula f(x) = mx + b generates a straight line where m represents the slope and b represents the y-intercept f(0).
  • Slope measures the vertical change relative to horizontal change: m = (y2 - y1) / (x2 - x1) = Delta y / Delta x = Rise / Run.
  • In real-world modeling contexts, slope represents the physical rate of change, expressed in units of 'output units per one input unit' (e.g., dollars per hour, miles per gallon).
  • Parallel lines have identical slopes (m1 = m2) and distinct y-intercepts; perpendicular lines have negative reciprocal slopes (m1 * m2 = -1, or m2 = -1/m1).
  • Horizontal lines have a slope of 0 and equations of the form y = c; vertical lines have an undefined slope and equations of the form x = c.
Last updated: August 2026

Linear Functions, Slope & Rate of Change

A linear function is a mathematical relationship between an independent variable $x$ (input) and a dependent variable $y = f(x)$ (output) characterized by a strictly constant rate of change. On the Digital SAT, linear functions are evaluated across algebraic equations, function notation, data tables, and coordinate graphs.


1. Linear Function Fundamentals & Function Notation

The standard algebraic rule for a linear function is written as:

f(x)=mx+bf(x) = mx + b

where $m$ represents the slope (rate of change) and $b$ represents the $y$-intercept (the initial value $f(0)$).

Function Notation on the Coordinate Plane

Understanding function notation is critical for converting SAT problem statements into coordinate pairs:

  • The statement $f(a) = b$ means that when the input $x = a$, the output $y = b$. This corresponds directly to the coordinate point $(a, b)$ on the graph of $y = f(x)$.
  • If $f(2) = 7$ and $f(5) = 16$, the line passes through the points $(2, 7)$ and $(5, 16)$.

Recognizing Linearity from Tables of Values

A table of values represents a linear function if and only if the first differences in output divided by the differences in input remain constant:

ΔyΔx=y2y1x2x1=constant m\frac{\Delta y}{\Delta x} = \frac{y_2 - y_1}{x_2 - x_1} = \text{constant } m

$x$$f(x)$$\Delta x$$\Delta f(x)$Rate of Change $\frac{\Delta f(x)}{\Delta x}$
$1$$5$
$3$$11$$+2$$+6$$\frac{6}{2} = 3$
$7$$23$$+4$$+12$$\frac{12}{4} = 3$
$10$$32$$+3$$+9$$\frac{9}{3} = 3$

Because the ratio $\frac{\Delta f(x)}{\Delta x} = 3$ is constant for all intervals, $f(x)$ is a linear function with slope $m = 3$.


2. The Slope Formula & The Four Orientations of Slope

Given any two distinct points $(x_1, y_1)$ and $(x_2, y_2)$ on a non-vertical line, the slope $m$ is defined as:

m=ΔyΔx=y2y1x2x1=Change in Vertical Position (Rise)Change in Horizontal Position (Run)m = \frac{\Delta y}{\Delta x} = \frac{y_2 - y_1}{x_2 - x_1} = \frac{\text{Change in Vertical Position (Rise)}}{\text{Change in Horizontal Position (Run)}}

+-----------------------------------------------------------------------------+
|                        THE FOUR ORIENTATIONS OF SLOPE                       |
|                                                                             |
|   POSITIVE SLOPE (m > 0)    NEGATIVE SLOPE (m < 0)    ZERO SLOPE (m = 0)    |
|           y                         y                         y             |
|           |   /                     | \                       |             |
|           |  /                      |  \                      | ----------- |
|           | /                       |   \                     |             |
|   --------+------ x         --------+------ x         --------+------ x     |
|      Rises Left to Right       Falls Left to Right       Horizontal Line    |
|                                                                             |
|   UNDEFINED SLOPE (m undefined)                                             |
|           y                                                                 |
|           |   |                                                             |
|           |   |  x = c                                                      |
|           |   |                                                             |
|   --------+---+-- x                                                         |
|      Vertical Line (Run = 0, division by zero)                              |
+-----------------------------------------------------------------------------+

Worked Example: Fraction Coordinate Slope Calculation

Problem: Find the slope of the line passing through $\left(-\frac{3}{4}, 5\right)$ and $\left(2, -\frac{1}{2}\right)$.

m=1252(34)=1210284+34=112114m = \frac{-\frac{1}{2} - 5}{2 - \left(-\frac{3}{4}\right)} = \frac{-\frac{1}{2} - \frac{10}{2}}{\frac{8}{4} + \frac{3}{4}} = \frac{-\frac{11}{2}}{\frac{11}{4}}

Divide the fractions by multiplying by the reciprocal:

m=112×411=4422=2m = -\frac{11}{2} \times \frac{4}{11} = -\frac{44}{22} = -2


3. Interpreting Slope in Real-World Contexts (Dimensional Analysis)

On the SAT, slope is rarely just an abstract number—it represents a physical rate of change. To interpret the meaning of slope accurately in any word problem, attach units of measurement to the numerator and denominator:

Unit of Slope m=Units of Dependent Variable (y)Units of Independent Variable (x)\text{Unit of Slope } m = \frac{\text{Units of Dependent Variable } (y)}{\text{Units of Independent Variable } (x)}

Examples of Contextual Slope Interpretations

Function ModelSlope $m$Correct Contextual SAT Interpretation
$C(h) = 45h + 80$ ($C$ = cost in $, $h$ = hours)$+45$"The cost increases by $45 for each additional hour of service."
$T(m) = -2.4m + 95$ ($T$ = temp in $^{\circ}\text{F}$, $m$ = minutes)$-2.4$"The temperature decreases by $2.4^{\circ}\text{F}$ for each 1-minute increase in time."
$E(d) = 0.35d + 120$ ($E$ = elevation in m, $d$ = km walked)$+0.35$"The hiker gains $0.35$ meters of elevation for every $1$ kilometer traveled."
$V(t) = -1500t + 24000$ ($V$ = car value in $, $t$ = years)$-1500$"The vehicle depreciates by $1,500 per year."

[!TIP] SAT Trigger Words for Slope: Look for words like per, each, every, rate of change, rate of increase, hourly charge, or unit cost. These words almost universally point directly to the slope $m$ in a linear model.


4. Parallel and Perpendicular Lines

The geometric relationship between two lines in the $xy$-plane is completely determined by their slopes:

+-----------------------------------------------------------------------------+
|                     PARALLEL VS. PERPENDICULAR LINES                        |
|                                                                             |
|   PARALLEL LINES                                PERPENDICULAR LINES         |
|   - Identical slopes: m1 = m2                   - Negative reciprocal:      |
|   - Never intersect                             - m1 * m2 = -1              |
|   - Same steepness & direction                  - m2 = -1 / m1              |
|                                                 - Intersect at 90° angle    |
|           y                                             y                   |
|           |   /   /                                     |   /               |
|           |  /   /                                      |  /  \             |
|           | /   /                                       | /    \            |
|   --------+/---/--- x                           --------+-------\- x        |
|          /|   /                                         |        \          |
+-----------------------------------------------------------------------------+

Negative Reciprocal Rule for Perpendicular Slopes

Two non-vertical lines with slopes $m_1$ and $m_2$ are perpendicular if and only if:

m1m2=1    m2=1m1m_1 \cdot m_2 = -1 \iff m_2 = -\frac{1}{m_1}

To find the negative reciprocal of a fraction:

  1. Flip the numerator and denominator (take reciprocal).
  2. Change the sign (positive becomes negative, negative becomes positive).
Original Slope ($m_1$)Perpendicular Slope ($m_2$)Calculation Verification ($m_1 \cdot m_2$)
$\frac{3}{5}$$-\frac{5}{3}$$\left(\frac{3}{5}\right)\left(-\frac{5}{3}\right) = -1$
$-4$$+\frac{1}{4}$$(-4)\left(\frac{1}{4}\right) = -1$
$-\frac{7}{2}$$+\frac{2}{7}$$\left(-\frac{7}{2}\right)\left(\frac{2}{7}\right) = -1$
$1$$-1$$(1)(-1) = -1$
$0$ (horizontal line $y = k$)Undefined (vertical line $x = c$)Orthogonal axes intersect at $90^{\circ}$

Worked Example: Finding a Perpendicular Line Equation

Problem: Line $L_1$ passes through $(4, -1)$ and is perpendicular to the line with equation $6x + 2y = 15$. What is the equation of Line $L_1$ in slope-intercept form?

Step 1: Find the slope of the given line 2y=6x+15    y=3x+152    m1=32y = -6x + 15 \implies y = -3x + \frac{15}{2} \implies m_1 = -3

Step 2: Determine the perpendicular slope m2=13=13m_2 = -\frac{1}{-3} = \frac{1}{3}

Step 3: Use point-slope form with point $(4, -1)$ y(1)=13(x4)    y+1=13x43y - (-1) = \frac{1}{3}(x - 4) \implies y + 1 = \frac{1}{3}x - \frac{4}{3}

Step 4: Convert to slope-intercept form y=13x431=13x73y = \frac{1}{3}x - \frac{4}{3} - 1 = \frac{1}{3}x - \frac{7}{3} Final Answer: $y = \frac{1}{3}x - \frac{7}{3}$.


5. Digital SAT Desmos Workflows for Linear Functions

Desmos makes evaluating, plotting, and regressing linear functions instantaneous:

  1. Defining Functions: Type f(x) = -2x + 7. To evaluate $f(7)$, simply type f(7) on the next line to get -7 immediately.
  2. Table Creation & Rate of Change: Click the + icon, select Table, and enter coordinate points. Desmos plots the points automatically.
  3. Linear Regression for Slope: In a table with columns $x_1$ and $y_1$, type: y_1 ~ m*x_1 + b Desmos will output the exact slope $m$ and $y$-intercept $b$ with $r^2 = 1$.
Test Your Knowledge

A linear function f satisfies f(-2) = 11 and f(4) = -1. What is the value of f(7)?

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Test Your Knowledge

Line k in the xy-plane is perpendicular to the line with equation 3x + 5y = 20. If line k passes through the point (6, -1), which of the following is an equation of line k?

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Test Your Knowledge

The height H(t), in feet, of a hot air balloon t minutes after beginning its descent is modeled by a linear function. At t = 4 minutes, the balloon is at a height of 1,620 feet, and at t = 9 minutes, the balloon is at a height of 1,270 feet. Which of the following statements is the best interpretation of the slope of the graph of H in the xy-plane?

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