Axioma Scholar

Lesson: The Limit Definition of a Derivative

By: The Axioma Scholar Team

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In calculus, a derivative tells us how fast something is changing at one exact moment.

Before we can understand the derivative, we need to understand three related ideas:

  • Average rate of change
  • Secant lines
  • Instantaneous rate of change

These ideas lead directly to the limit definition of a derivative.

1. What Is a Rate of Change?

rate of change describes how much one quantity changes compared to another quantity.

In calculus, we usually study how a function value $f(x)$ changes as $x$ changes.

If $x$ changes from one value to another, and $f(x)$ also changes, we can ask:

“How much did the output change compared to the input?”

This is the basic idea behind slope.

The slope between two points is:

$$\text{slope}=\frac{\text{change in }y}{\text{change in }x}$$

In function notation, since $y=f(x)$, this becomes:

$$ \text{slope}=\frac{\text{change in }f(x)}{\text{change in }x} $$

2. Average Rate of Change

The average rate of change measures how much a function changes over an interval.

Suppose we have a function $f(x)$, and we want to measure its change from $x=a$ to $x=b$.

The two points on the graph are:

$$ (a,f(a)) $$

and:

$$ (b,f(b)) $$

The change in the output is:

$$ f(b)-f(a) $$

The change in the input is:

$$ b-a $$

So the average rate of change is:

$$ \frac{f(b)-f(a)}{b-a} $$

This is the same formula as slope between two points.

KEY IDEA: 💡

Average rate of change tells us how fast a function changes over an interval, not at one exact point.

Example 1: Average Rate of Change

Consider the function:

$$ f(x)=x^2 $$

Find the average rate of change from $x=1$ to $x=3$.

First, find the function values:

$$ f(1)=1^2=1 $$

$$ f(3)=3^2=9 $$

Now use the average rate of change formula:

$$ \frac{f(3)-f(1)}{3-1} $$

Substitute:

$$ \frac{9-1}{3-1} = \frac{8}{2} = 4 $$

Therefore, the average rate of change from $x=1$ to $x=3$ is:

$$ 4 $$

Secant Line

On the graph, the line connecting the two points $(1,1)$ and $(3,9)$ shows the average rate of change.

3. What Is a Secant Line?

secant line is a line that passes through two points on a curve.

For the function $f(x)=x^2$, the points $(1,1)$ and $(3,9)$ are both on the curve.

The secant line connects those two points.

The slope of the secant line is the average rate of change.

So these two ideas are closely connected:

  • The secant line is the visual line on the graph.
  • The average rate of change is the slope of that line.

In other words:

$$ \text{average rate of change}=\text{slope of the secant line} $$

KEY IDEA: 💡

A secant line uses two different points on a graph.

This is important because a derivative is different. A derivative measures change at one exact point, not over two separated points.

4. Rewriting Average Rate of Change Using $h$

The average rate of change from $x=a$ to $x=b$ is:

$$ \frac{f(b)-f(a)}{b-a} $$

Instead of using $b$, calculus often writes the second $x$-value as:

$$ a+h $$

Here, $h$ represents the horizontal distance between the two $x$-values.

So the two $x$-values are:

$$ a $$

and:

$$ a+h $$

The two points on the graph are:

$$ (a,f(a)) $$

and:

$$ (a+h,f(a+h)) $$

The change in $y$ is:

$$ f(a+h)-f(a) $$

The change in $x$ is:

$$ (a+h)-a $$

Simplify the denominator:

$$ (a+h)-a=h $$

Therefore, the average rate of change from $x=a$ to $x=a+h$ is:

$$ \frac{f(a+h)-f(a)}{h} $$

KEY IDEA: 💡

The expression $\frac{f(a+h)-f(a)}{h}$ is still an average rate of change.

It is not the derivative yet.

It becomes connected to the derivative when we let $h$ get closer and closer to $0$.

5. Why Do We Let $h$ Approach $0$?

The value $h$ measures how far apart the two $x$-values are.

If $h$ is large, the two points are far apart.

If $h$ is small, the two points are close together.

For example, if $a=1$:

  • If $h=2$, the second point is at $x=3$.
  • If $h=1$, the second point is at $x=2$.
  • If $h=0.1$, the second point is at $x=1.1$.
  • If $h=0.01$, the second point is at $x=1.01$.

As $h$ gets closer to $0$, the second point gets closer and closer to the first point.

The secant line then gets closer and closer to the tangent line.

Sectant/Tangent Lines

The graph above shows several secant lines. As the second point gets closer to the first point, the secant line begins to look more like the tangent line.

6. What Is a Tangent Line?

tangent line is a line that represents the direction of a curve at one exact point.

For a straight line, the slope is the same everywhere.

But for a curve, the slope changes from point to point.

The tangent line helps us describe the slope of the curve at one specific point.

For example, on the graph of:

$$ f(x)=x^2 $$

the curve is steeper at some places than others.

The tangent line at $x=1$ gives the slope of the curve exactly at $x=1$.

KEY IDEA: 💡

The tangent line uses one point and describes the curve's direction at that exact point.

7. Instantaneous Rate of Change

The instantaneous rate of change measures how fast a function is changing at one exact input value.

This is different from average rate of change.

The derivative gives us the instantaneous rate of change.

ConceptWhat It MeasuresGraph Meaning
Average rate of change Change over an intervalSlope of a secant line
Instantaneous rate of change Change at one exact pointSlope of a tangent line

The derivative gives us the instantaneous rate of change.

So:

$$ \text{derivative}=\text{instantaneous rate of change} $$

and:

$$ \text{derivative}=\text{slope of the tangent line} $$

8. The Limit Definition of a Derivative

Now we can define the derivative.

We start with the average rate of change from $x=a$ to $x=a+h$:

$$ \frac{f(a+h)-f(a)}{h} $$

This gives the slope of a secant line.

To get the slope at one exact point, we let $h$ approach $0$.

That gives the limit definition of the derivative:

$$ f'(a)=\lim_{h \to 0}\frac{f(a+h)-f(a)}{h} $$

This is read as:

“The derivative of $f$ at $a$ is the limit as $h$ approaches $0$ of $\frac{f(a+h)-f(a)}{h}$.”

KEY IDEA: 💡

The derivative is not just the average rate of change. It is the limit of the average rate of change as the interval becomes extremely small.

9. What Each Part of the Formula Means

In the formula:

$$ f'(a)=\lim_{h \to 0}\frac{f(a+h)-f(a)}{h} $$

each part has a meaning.

SymbolMeaning
$f'(a)$The derivative of $f$ at $x=a$
$a$The point where we want the instantaneous rate of change
$h$The small change in $x$
$f(a)$The function value at the starting point
$f(a+h)$The function value at a nearby point
$\frac{f(a+h)-f(a)}{h}$The average rate of change over a small interval
$$\lim_{h \to 0}$$The process of shrinking the interval toward zero

10. Quick Derivation of the Limit Definition

We can build the limit definition step by step.

Start with two points on the curve:

$$ (a,f(a)) $$

and:

$$ (a+h,f(a+h)) $$

The slope between two points is:

$$ \frac{y_2-y_1}{x_2-x_1} $$

For our two points:

$$ y_2=f(a+h) $$

$$ y_1=f(a) $$

$$ x_2=a+h $$

$$ x_1=a $$

Substitute these into the slope formula:

$$ \frac{f(a+h)-f(a)}{(a+h)-a} $$

Simplify the denominator:

$$ (a+h)-a=h $$

So the secant slope is:

$$ \frac{f(a+h)-f(a)}{h} $$

This is the average rate of change between $a$ and $a+h$.

To turn this into an instantaneous rate of change, we shrink $h$ toward $0$:

$$ \lim_{h \to 0}\frac{f(a+h)-f(a)}{h} $$

Therefore:

$$ f'(a)=\lim_{h \to 0}\frac{f(a+h)-f(a)}{h} $$

KEY IDEA: 💡

The derivative comes from taking the slope formula between two points and moving the second point closer and closer to the first point.

11. Example: Using the Limit Definition

Let:

$$ f(x)=x^2 $$

Find $f'(a)$ using the limit definition.

Start with:

$$ f'(a)=\lim_{h \to 0}\frac{f(a+h)-f(a)}{h} $$

Since $f(x)=x^2$, we have:

$$ f(a)=a^2 $$

and:

$$ f(a+h)=(a+h)^2 $$

Substitute:

$$ f'(a)=\lim_{h \to 0}\frac{(a+h)^2-a^2}{h} $$

Expand:

$$ (a+h)^2=a^2+2ah+h^2 $$

So:

$$ f'(a)=\lim_{h \to 0}\frac{a^2+2ah+h^2-a^2}{h} $$

Cancel $a^2-a^2$:

$$ f'(a)=\lim_{h \to 0}\frac{2ah+h^2}{h} $$

Factor out $h$:

$$ f'(a)=\lim_{h \to 0}\frac{h(2a+h)}{h} $$

Cancel the $h$:

$$ f'(a)=\lim_{h \to 0}(2a+h) $$

Now take the limit as $h \to 0$:

$$ f'(a)=2a $$

Therefore, for:

$$ f(x)=x^2 $$

the derivative is:

$$ f'(x)=2x $$

This means the slope of the graph $f(x)=x^2$ at any point $x$ is $2x$.

12. Example: Instantaneous Rate of Change at $x=1$

Since:

$$ f'(x)=2x $$

the derivative at $x=1$ is:

$$ f'(1)=2(1)=2 $$

This means the instantaneous rate of change of $f(x)=x^2$ at $x=1$ is: $$ 2 $$

It also means the slope of the tangent line at $x=1$ is $2$.

Tangent Line

In the graph above, the tangent line touches the curve at $x=1$ and has slope $2$.

13. Secant Line vs. Tangent Line

The secant line and tangent line are related, but they are not the same.

LineUsesSlope Represents
Secant lineTwo points on the graphAverage rate of change
Tangent lineOne point on the graphInstantaneous rate of change

A secant line gives an average slope over an interval.

A tangent line gives the slope at one exact point.

The derivative is the slope of the tangent line.

14. Average Rate of Change vs. Derivative

It is important not to confuse average rate of change with the derivative.

The average rate of change is:

$$ \frac{f(b)-f(a)}{b-a} $$

or, using $h$:

$$ \frac{f(a+h)-f(a)}{h} $$

This measures change across an interval.

The derivative is:

$$ f'(a)=\lim_{h \to 0}\frac{f(a+h)-f(a)}{h} $$

This measures change at one exact point.

ExpressionNameMeaning
$\frac{f(b)-f(a)}{b-a}$Average rate of changeSlope over an interval from $a$ to $b$
$\frac{f(a+h)-f(a)}{h}$Average rate of changeSlope over an interval from $a$ to $a+h$
$$\lim_{h \to 0}\frac{f(a+h)-f(a)}{h}$$Derivative
KEY IDEA: 💡

The derivative is the limit of average rates of change, not just one average rate of change.

15. Why the Derivative Is Useful

The derivative tells us how quickly something is changing at a specific moment.

For example:

  • If $f(x)$ represents position, then $f'(x)$ represents velocity.
  • If $f(x)$ represents profit, then $f'(x)$ represents how fast profit is changing.
  • If $f(x)$ represents temperature, then $f'(x)$ represents how fast temperature is changing.

In general:

$$ f'(x) $$

tells us the instantaneous rate of change of $f(x)$.

16. Common Beginner Mistakes

Mistake 1: Thinking the derivative is just slope between two points

The slope between two points is an average rate of change.

The derivative is what happens when those two points get infinitely close together.

Mistake 2: Forgetting the limit

The expression:

$$ \frac{f(a+h)-f(a)}{h} $$

is not the full derivative.

The full derivative is:

$$ \lim_{h \to 0}\frac{f(a+h)-f(a)}{h} $$

Mistake 3: Plugging in $h=0$ too early

If you plug in $h=0$ immediately, you often get:

$$ \frac{0}{0} $$

This is why we simplify first, then take the limit.

17. Practice Examples

Practice Example 1

What does the average rate of change represent?

It represents the slope of a secant line between two points.

Practice Example 2

What does the derivative represent?

It represents the instantaneous rate of change at one point.

Practice Example 3

What is the limit definition of the derivative?

$$ f'(a)=\lim_{h \to 0}\frac{f(a+h)-f(a)}{h} $$

Practice Example 4

For $f(x)=x^2$, what is $f'(x)$?

From the limit definition:

$$ f'(x)=2x $$

Practice Example 5

For $f(x)=x^2$, what is the instantaneous rate of change at $x=4$?

Since:

$$ f'(x)=2x $$

substitute $x=4$:

$$ f'(4)=2(4)=8 $$

So the instantaneous rate of change at $x=4$ is:

$$ 8 $$

18. Final Key Idea

The derivative is built from the idea of slope.

First, we find the slope between two points. This gives the average rate of change.

Then, we move the two points closer and closer together.

As the second point approaches the first point, the secant line approaches the tangent line.

The slope of that tangent line is the derivative.

Most importantly:

The derivative is the instantaneous rate of change, found by taking the limit of average rates of change.

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