Exponential Modelling and Equations
Populations expand, investments compound, substances decay — all following the same mathematical shape. Setting up $y = Ae^{kt}$ and solving it with logarithms is the engine behind every prediction in science, finance, and medicine. Master these two steps and a huge slice of real-world mathematics opens up.
Practise this lesson
Three printable worksheets that build from foundations to mastery — or build your own from any module’s questions.
A population grows from $200$ to $800$ in 6 years. Without doing the algebra: estimate roughly how long until it reaches $3200$. Trust your gut — you'll revisit this at the end.
Every exponential modelling question — no matter how dressed-up — comes down to two moves. Master these and nothing can hide from you.
Move 1 — Model: identify the initial value $A$ and growth/decay rate $k$. Write $y = Ae^{kt}$. A second data point lets you solve for $k$.
Move 2 — Solve: once the model is set, substitute the target and take logarithms of both sides to bring the exponent down. Then isolate the unknown.
Key facts
- The general exponential model $y = Ae^{kt}$
- $k > 0$ means growth; $k < 0$ means decay
- How to solve same-base equations by equating exponents
Concepts
- Why logarithms "undo" exponentials
- How to interpret $A$, $k$, and $t$ in context
- Why doubling time is constant in exponential growth
Skills
- Solve exponential equations algebraically and graphically
- Set up a model from two data points
- Predict future values and find time to reach a target
Exponential models have the form $y = Ae^{kt}$ where $A$ is the initial value and $k$ determines the rate and direction of change. To solve for an unknown exponent, take the natural logarithm of both sides — this brings the exponent down as a multiplier.
$A$ = initial value, $k$ = continuous rate, $b$ = growth factor per unit time
To solve exponential equations: when both sides can be written with the same base, equate exponents directly. When they can't (e.g. $e^x = 7$), take logarithms: $x = \ln 7$. For $2^x = 5$: $x = \frac{\ln 5}{\ln 2}$ using the change-of-base rule.
Exponential model: $y = Ae^{kt}$, where $A$ = initial value, $k$ = rate ($k > 0$ growth, $k < 0$ decay); To solve $e^{kt} = c$: take $\ln$ both sides → $kt = \ln c$ → $t = \frac{\ln c}{k}$
Pause — copy the exponential model $y = Ae^{kt}$ (where $A$ = initial value, $k > 0$ growth, $k < 0$ decay) and the solving procedure (take $\ln$ both sides, use power law, isolate the unknown) into your book.
Did you get this? True or false: in the model $y = Ae^{kt}$, a negative value of $k$ describes exponential decay.
Worked examples · 3 in a row, reveal as you go
Solve $3^x = 27$.
Solve $e^{2x} = 10$.
A population grows from 500 to 800 in 3 years. Model with $P = Ae^{kt}$ and predict when it reaches 2000.
Quick check: To solve $e^{3x} = 15$, which is the correct first step?
Common errors · the 3 traps that cost marks
Complete: The half-life of a substance with decay model $M = M_0 e^{-0.05t}$ is found by solving $e^{-0.05t} = [\,]$.
Quick-fire practice · 5 problems
Solve $2^x = 32$.
Solve $5^{x-1} = 25$.
Solve $e^x = 7$ to 2 decimal places.
A car worth $\$30{,}000$ depreciates to $\$20{,}000$ in 2 years using $V = 30000e^{kt}$. Find $k$.
The mass of a radioactive substance is $M = 100e^{-0.05t}$ grams. Find the half-life (time to reach 50 g).
Match it: Which equation represents exponential decay (not growth)?
Earlier you estimated when a population would hit $3200$ if it grew $200 \to 800$ in 6 years. The model is $P = 200 \times 2^{t/3}$ — it doubles every 3 years. From $200$ to $3200$ requires 4 doublings, so $4 \times 3 = 12$ years. Doubling time is constant in exponential growth, which is why each successive doubling takes the same 3 years regardless of the starting amount.
Pick your answer, then rate your confidence — that tells the system what to drill next. Each retry pulls a fresh mix from the bank.
Q1. Solve $4^{x+1} = 64$. Show all working. (2 marks)
Q2. The temperature of a cooling cup of coffee is modelled by $T = 85e^{-0.1t} + 20$ where $t$ is in minutes and $T$ is in °C. Find (a) the initial temperature and (b) the temperature after 10 minutes. (3 marks)
Q3. A culture of bacteria grows from 200 to 500 in 4 hours. Model the population as $P = Ae^{kt}$ and predict when the population reaches 2000. (4 marks)
Comprehensive answers (click to reveal)
Drill 1: $x = 5$ · 2: $x = 3$ · 3: $x = \ln 7 \approx 1.95$ · 4: $k = \frac{\ln(2/3)}{2} \approx -0.203$ · 5: $t = \frac{\ln 2}{0.05} \approx 13.9$ years
Q1 (2 marks): $64 = 4^3$ [0.5]. $4^{x+1} = 4^3 \Rightarrow x+1 = 3 \Rightarrow x = 2$ [1.5].
Q2 (3 marks): (a) $T(0) = 85e^0 + 20 = 85 + 20 = 105\,^\circ$C [1]. (b) $T(10) = 85e^{-1} + 20 \approx 85 \times 0.368 + 20 \approx 51.3\,^\circ$C [2].
Q3 (4 marks): $A = 200$ [0.5]. $500 = 200e^{4k} \Rightarrow e^{4k} = 2.5$ [0.5]. $k = \frac{\ln 2.5}{4} \approx 0.229$ [1]. $2000 = 200e^{0.229t} \Rightarrow e^{0.229t} = 10 \Rightarrow t = \frac{\ln 10}{0.229} \approx 10.1$ hours [2].
Five timed questions. Beat the boss to bank a tier — gold (90% + speed), silver (75%), or bronze (50%). Replays welcome.
Enter the arenaClimb platforms by answering exponential modelling questions. Lighter alternative to the boss.
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