9709 P3 §3.2 — $e^x$ & $\ln x$

9709 Paper 3 · §3.2 Logarithmic & Exponential Functions · Lesson 2 of 6
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We can use any base for logarithms — base 2, base 10, base 5. So why does mathematics single out one particular base, \(e \approx 2.71828\ldots\), and call it the "natural" logarithm?
What makes this irrational number so special that it deserves its own name, its own notation \(\ln x\), and its own key on your calculator?
HISTORICAL CONTEXT · 1683

Jacob Bernoulli and the Compound Interest Puzzle

In 1683, the Swiss mathematician Jacob Bernoulli was studying a seemingly simple question about money: if you invest \(\$1\) at \(100\%\) interest for one year, and you compound the interest more and more frequently, how much money do you end up with?

He expected the amount to grow without bound. What he found instead was a mysterious ceiling — a number that would later be called e.

Discovery Path: Following Bernoulli's Footsteps
🔬 Try It Yourself: Bernoulli's Experiment
Compounding frequency \(n\) times per year:
n = 1
\(\left(1 + \dfrac{1}{n}\right)^{n}\) =
$2.000000
Distance from \(e\): 0.718282
e $2.00 $2.72 n (compounding frequency)
Watch the value converge toward \(e\) as \(n \to \infty\)
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You already know logarithms with any base. Today we meet the "natural" base e — born from Bernoulli's compound interest puzzle, alive in every calculus derivative — and its inverse, the natural logarithm \(\ln x\). Together, \(e^{x}\) and \(\ln x\) unlock the mathematics of continuous growth.
📖 Key Concepts — $e^x$ and $\ln x$
The number e: $e = \lim_{n \to \infty}\left(1 + \dfrac{1}{n}\right)^n \approx 2.71828$.
It is the base of the natural exponential function $y = e^x$.
The natural logarithm: $\ln x$ is the logarithm with base $e$, so $\ln x = \log_e x$.
It asks: "To what power must e be raised to give x?"
Key relation 1 (inverse functions): $e^{\ln x} = x$ (for $x > 0$) and $\ln(e^x) = x$ (for all $x$).
The functions $y = e^x$ and $y = \ln x$ are inverses: one "undoes" the other.
✒️Why is this true? a two-line proof
Definition $\ln x = k$  means  $e^{k} = x$
Identity 1 $e^{\ln x} = e^{k} = x$ only for $x > 0$ — a power of $e$ is never negative
Identity 2 let $k = \ln(e^{x})$:  $e^{k} = e^{x} \Rightarrow k = x$,  so  $\ln(e^{x}) = x$ for every $x$ — $e^{x}$ is always positive
💡 Each function undoes the other, so the graphs are mirror images in the line $y = x$.
Key relation 2 (laws of ln): For $a, b > 0$:
• $\ln(ab) = \ln a + \ln b$
• $\ln\!\left(\dfrac{a}{b}\right) = \ln a - \ln b$
• $\ln(a^n) = n\,\ln a$
🔢Verify the laws numerically
2
3
2

$\ln(2 \times 3) = \ln(6) \approx 1.792, \quad \ln 2 + \ln 3 \approx 1.792 \;\; \checkmark$
$\ln\!\left(\dfrac{2}{3}\right) = \ln(0.67) \approx -0.405, \quad \ln 2 - \ln 3 \approx -0.405 \;\; \checkmark$
$\ln(2^2) = \ln(4) \approx 1.386, \quad 2\,\ln 2 \approx 1.386 \;\; \checkmark$

Key relation 3 (graph of $y = e^{kx}$):
• When $k > 0$: the graph rises from left to right (growth).
• When $k < 0$: the graph falls from left to right (decay).
• The $y$-intercept is always $(0, 1)$, and $y = 0$ is the horizontal asymptote.

Interactive: drag $k$ between negative and positive values to switch between growth and decay.

0.5

$y = e^{0.5x}$

Key relation 4 (graph of $y = \ln(kx)$):
• When $k > 0$: $\ln(kx) = \ln k + \ln x$, so the graph is $y = \ln x$ shifted vertically by $\ln k$ (domain $x > 0$).
• When $k < 0$: the domain is $x < 0$, so the graph reflects across the $y$-axis onto the left side.
• The $x$-intercept is $(1/k, 0)$; $x = 0$ is always the vertical asymptote, and $k = 0$ is undefined.

Interactive: drag $k$ from $-2$ to $2$. For $k > 0$ the solid curve $y = \ln(kx)$ hugs the positive $x$-axis; for $k < 0$ it flips to the negative side. The amber dot marks $(1/k, 0)$.

1

$\ln(kx) = \ln k + \ln x$

Pair Activity 1: Error Hunt — Spot the Mistake

Instructions (6 min): For each statement, decide whether it is Correct or contains an Error, then tap the matching button. You'll get instant feedback — green when your judgment is right, red when it's wrong.

Score: 0 / 6
Individual Activity 2: Card Sort — Match the Function

Instructions (5 min): Match each function card with its correct feature card. Click one card from each column to pair them up.

☆☆☆

Function

Features

✏️ Worked Examples
Worked Example 1 · Group Solving $\ln(3 - x) = 4 + \ln x$
Ex 2D Q5(i) Standard

Solve the equation $\ln(3 - x) = 4 + \ln x$.

Step 1 — Combine the logarithms

$$\ln(3 - x) - \ln x = 4$$

Using $\ln A - \ln B = \ln(A/B)$:

$$\ln\!\left(\dfrac{3 - x}{x}\right) = 4$$

Step 2 — Convert to exponential form

$$\dfrac{3 - x}{x} = e^4$$

$$3 - x = x\,e^4$$

$$3 = x + x\,e^4 = x(1 + e^4)$$

Step 3 — Solve for x

$$x = \dfrac{3}{1 + e^4} \approx \dfrac{3}{55.598} \approx 0.0540 \;\text{(3 s.f.)}$$

Check

$x > 0$ and $3 - x > 0$ ✓. Substitute back: $\ln(3 - 0.0540) \approx \ln 2.946 \approx 1.080$ and $4 + \ln 0.0540 \approx 4 - 2.920 \approx 1.080$. ✓

Worked Example 2 · Individual Making $x$ the subject of $\ln x - \ln x_0 = kt$
Ex 2D Q1 Standard

Make $x$ the subject of $\ln x - \ln x_0 = kt$.

Step 1 — Combine the logarithms

$$\ln x - \ln x_0 = \ln\!\left(\dfrac{x}{x_0}\right) = kt$$

Step 2 — Exponentiate both sides (base e)

$$\dfrac{x}{x_0} = e^{kt}$$

Step 3 — Multiply by x₀

$$x = x_0\,e^{kt}$$

Worked Example 3 · Group Solving $\ln(x + 5) = 5 + \ln x$
Ex 2D Q5(ii) Standard

Solve the equation $\ln(x + 5) = 5 + \ln x$.

Step 1 — Combine the logarithms

$$\ln(x + 5) - \ln x = 5$$

$$\ln\!\left(\dfrac{x + 5}{x}\right) = 5$$

Step 2 — Convert to exponential form

$$\dfrac{x + 5}{x} = e^5$$

$$1 + \dfrac{5}{x} = e^5$$

$$\dfrac{5}{x} = e^5 - 1$$

Step 3 — Solve for x

$$x = \dfrac{5}{e^5 - 1} \approx \dfrac{5}{147.413} \approx 0.0339 \;\text{(3 s.f.)}$$

Check

$x > 0$ and $x + 5 > 0$ ✓. Substitute: $\ln(0.0339 + 5) \approx \ln 5.034 \approx 1.616$ and $5 + \ln 0.0339 \approx 5 - 3.384 \approx 1.616$. ✓

Worked Example 4 · Individual Solving $4(\log_5 x)^2 - \log_5(x^3) = 10$
Exam-style Medium

Solve the equation $4(\log_5 x)^2 - \log_5(x^3) = 10$.

Step 1 — Apply the power law

Since $\log_5(x^3) = 3\log_5 x$, the equation becomes:

$$4(\log_5 x)^2 - 3\log_5 x = 10$$

Step 2 — Substitute $u = \log_5 x$

$$4u^2 - 3u - 10 = 0$$

Step 3 — Solve the quadratic

$$(4u + 5)(u - 2) = 0$$

$$u = -\dfrac{5}{4} \quad \text{or} \quad u = 2$$

Step 4 — Convert back to $x$

Since $u = \log_5 x$, we have $x = 5^u$:

$$u = 2: \quad x = 5^2 = 25$$

$$u = -\dfrac{5}{4}: \quad x = 5^{-5/4} = \dfrac{1}{5^{5/4}} \approx 0.134 \;\text{(3 s.f.)}$$

Check

$x = 25$: $\log_5 25 = 2$ and $\log_5(25^3) = 3 \times 2 = 6$, so $4(2)^2 - 6 = 16 - 6 = 10$ ✓. $x = 5^{-5/4}$: $\log_5 x = -\tfrac{5}{4}$, so $4\left(-\tfrac{5}{4}\right)^2 - 3\left(-\tfrac{5}{4}\right) = \tfrac{25}{4} + \tfrac{15}{4} = 10$ ✓.

🎯 Concept Quiz — Quick Check

Test your understanding of all four lesson objectives. Each question targets one objective — try each before moving on!

Score: 0 / 4
Q1 (Objective 1) — Definition & properties

What is the value of $\ln(e)$?

$0$
$1$
$10$
$e$

By definition, $\ln(e) = \log_e(e) = 1$, because $e^1 = e$. The logarithm of the base itself is always $1$.

Q2 (Objective 2) — Inverse relationship

Simplify $e^{\ln 5}$.

$\ln 5$
$e^5$
$5$
$5e$

Since $e^x$ and $\ln x$ are inverse functions, $e^{\ln A} = A$ for any $A > 0$. So $e^{\ln 5} = 5$.

Q3 (Objective 3) — Laws of ln

Which expression is equal to $\ln 8 - \ln 2$?

$\ln 10$
$\ln 16$
$\ln 6$
$\ln 4$

Using $\ln A - \ln B = \ln(A/B)$: $\ln 8 - \ln 2 = \ln\!\left(\dfrac{8}{2}\right) = \ln 4$.

Q4 (Objective 4) — Graph of $y = e^{kx}$

Which statement about $y = e^{kx}$ is correct when $k < 0$?

The graph falls from left to right, with $y$-intercept $(0, k)$.
The graph rises from left to right, with $y$-intercept $(0, k)$.
The graph rises from left to right, with $y$-intercept $(0, 1)$ and no asymptote.
The graph falls from left to right, with $y$-intercept $(0, 1)$ and horizontal asymptote $y = 0$.

For $y = e^{kx}$, when $k < 0$ the exponent becomes more negative as $x$ increases, so $y \to 0$ — the graph decays (falls). The $y$-intercept is always $e^0 = 1$, and $y = 0$ is the horizontal asymptote.

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✏️ More Practice
Exercise 2D Q2 · Standard Standard

Make $t$ the subject of $s = s_0\,e^{-kt}$.

Step 1 — Divide by $s_0$

$\dfrac{s}{s_0} = e^{-kt}$

Step 2 — Take $\ln$ of both sides

$\ln\!\left(\dfrac{s}{s_0}\right) = -kt$

Step 3 — Solve for $t$

$t = -\dfrac{1}{k}\,\ln\!\left(\dfrac{s}{s_0}\right) = \dfrac{1}{k}\,\ln\!\left(\dfrac{s_0}{s}\right)$

Exercise 2D Q3 · Standard Standard

Make $p$ the subject of $\ln p = -0.02t$.

Solution

Exponentiate both sides with base $e$:

$p = e^{-0.02t}$

Exercise 2D Q5(iii) · Medium Medium

Solve the equation $\ln(2 - x) = 2 + \ln x$.

Step 1 — Combine the logarithms

$\ln(2 - x) - \ln x = 2 \Rightarrow \ln\!\left(\dfrac{2 - x}{x}\right) = 2$

Step 2 — Convert to exponential form

$\dfrac{2 - x}{x} = e^{2}$

$2 - x = x\,e^{2}$

Step 3 — Solve for $x$

$2 = x(1 + e^{2}) \Rightarrow x = \dfrac{2}{1 + e^{2}} \approx \dfrac{2}{8.389} \approx 0.238 \;\text{(3 s.f.)}$

Check

$x > 0$ and $2 - x > 0$ ✓. Substitute back: $\ln(2 - 0.2384) \approx \ln 1.7616 \approx 0.5661$ and $2 + \ln 0.2384 \approx 2 - 1.4339 \approx 0.5661$ ✓.

Exercise 2D Q8 · Medium Medium

It is given that $\ln(y + 5) - \ln y = 2\ln x$. Express $y$ in terms of $x$, in a form not involving logarithms.

Step 1 — Use the laws of logarithms

$\ln\!\left(\dfrac{y + 5}{y}\right) = \ln(x^{2})$

Step 2 — Remove the logarithms

$\dfrac{y + 5}{y} = x^{2}$

$1 + \dfrac{5}{y} = x^{2}$

Step 3 — Solve for $y$

$\dfrac{5}{y} = x^{2} - 1 \Rightarrow y = \dfrac{5}{x^{2} - 1}$

Exam-style · Medium Medium

Solve the equation $4(\log_2 x)^2 - 2\log_2(x^2) = 3$.

Step 1 — Apply the power law

Since $\log_2(x^2) = 2\log_2 x$:

$4(\log_2 x)^2 - 4\log_2 x = 3$

Step 2 — Substitute $u = \log_2 x$

$4u^2 - 4u - 3 = 0$

Step 3 — Solve the quadratic

$(2u - 3)(2u + 1) = 0$

$u = \dfrac{3}{2} \quad \text{or} \quad u = -\dfrac{1}{2}$

Step 4 — Convert back to $x$

Since $u = \log_2 x$, we have $x = 2^u$:

$u = \dfrac{3}{2}: \quad x = 2^{3/2} = 2\sqrt{2}$

$u = -\dfrac{1}{2}: \quad x = 2^{-1/2} = \dfrac{1}{\sqrt{2}} = \dfrac{\sqrt{2}}{2}$

Check

$x = 2\sqrt{2}$: $\log_2 x = \tfrac{3}{2}$ and $\log_2(x^2) = 3$, so $4\left(\tfrac{3}{2}\right)^2 - 2(3) = 9 - 6 = 3$ ✓. $x = \dfrac{\sqrt{2}}{2}$: $\log_2 x = -\tfrac{1}{2}$ and $\log_2(x^2) = -1$, so $4\left(-\tfrac{1}{2}\right)^2 - 2(-1) = 1 + 2 = 3$ ✓.

Exercise 2D Q10 · Hard Hard

Solve, correct to 3 significant figures, the equation $e^{x} + e^{2x} = e^{3x}$.

Step 1 — Divide by $e^{x}$

Since $e^{x} > 0$:

$1 + e^{x} = e^{2x}$

Step 2 — Substitute $u = e^{x}$

$u^{2} - u - 1 = 0$

Step 3 — Solve the quadratic

$u = \dfrac{1 \pm \sqrt{5}}{2}$

Since $u = e^{x} > 0$, take the positive root:

$u = \dfrac{1 + \sqrt{5}}{2}$

Step 4 — Find $x$

$x = \ln\!\left(\dfrac{1 + \sqrt{5}}{2}\right) \approx 0.481 \;\text{(3 s.f.)}$

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