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Show and explain me the difference between linear and exponential growth. Give a concrete example and visualize both functions on the same plot so I can see where they diverge.
GPT-5.4
Here's the key idea:
A linear function changes by a constant amount each step. An exponential function changes by a constant factor each step.
Example
| Function | Formula | How it grows |
|---|---|---|
| Linear | +2 for every step of | |
| Exponential | ×2 for every step of |
At first, the linear function is ahead — but once is large enough, exponential growth always overtakes linear growth, no matter how steep the line is.
Linear vs Exponential Growth
When to use which
- Linear — models a fixed rate (e.g. saving the same amount every month).
- Exponential — models a rate proportional to the current value (e.g. compound interest, viral growth, bacterial populations).
Tip: if you double and the output doubles too, you have a linear relationship. If doubling squares the output, you're looking at exponential behaviour.
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