Exponential Growth and Decay
Learning goals
- Multiply by the growth factor each step
- Distinguish the rate from the factor, since
- Read growth, standstill or decay off
- Divide the rate and multiply the time when compounding times
- Chain percent changes by multiplying factors
- Take a logarithm for doubling time or half-life
Adding an amount versus multiplying by a factor
Start two accounts with 1000 dollars each. Account L gains a flat 100 dollars every year. Account E gains every year. Track them side by side.
| Year | Account L, plus 100 dollars a year | Account E, plus a year |
|---|---|---|
They tie after the first year, and then they separate. Account L adds every single year, because a flat amount does not care how much is already there. Account E adds , then , then , then . The percentage never changed. What changed is the balance the percentage is taken from.
That is the whole distinction, and it is worth stating in one line:
- A fixed amount added each step gives linear change.
- A fixed percentage added each step gives exponential change.
Everything else in this lesson follows from turning that second sentence into algebra.
Where the model comes from
Take a quantity and increase it by a rate , written as a decimal, so means . The increase is times the current amount, and the new amount is the old amount plus that increase:
Factoring out is the move that makes the whole subject work. One step of growth is one multiplication, by the number . That number gets its own name.
The growth rate is , the fraction added per step. The growth factor is , the number you multiply by. They are not the same number, and confusing them is the single most common error in this topic. A rate of goes with a factor of . Running it the other way, , so a factor of means , a decrease.
After steps, #
Let be the starting amount, and suppose every step multiplies the current amount by the same factor . Write for the amount after steps.
At the start no step has happened, so , which agrees with . Now suppose the formula holds after some particular whole number of steps . The next step does one thing only: it multiplies by . So
which is the same formula with in place of . The formula is therefore true at step , and whenever it is true at one step it is true at the next. So the formula is true at every whole number of steps. Restoring gives .
The converse also holds, and it is worth checking, because it says the two descriptions really are the same description. Suppose a quantity follows with and . From one step to the next it changes by
which does not depend on . So the quantity changes by the same fraction, the same percentage, at every step. Constant percent change per step and the model each force the other.
One honest caveat about the exponent. The argument above pins the formula down at whole numbers of steps, since those are the only steps that were taken. To read the model at times between steps we ask for something more. The extra demand is that the growth over a stretch of time depend only on the length of that stretch, and not on when it starts. That is exactly the rule , which the exponential function already obeys for every real exponent, so is the extension that keeps the property we care about. Half a step then multiplies by , and the rational exponents of the previous chapter give that a meaning.
Growth, decay, and reading the factor
The factor decides the entire character of the model. Take a positive starting amount and a positive factor . Then exactly one of three things happens:
- If , each step multiplies by more than , so the amount grows without bound.
- If , each step multiplies by , so the amount never changes.
- If , each step multiplies by less than , so the amount decays toward zero.
Decay never actually reaches zero. Multiplying a positive number by leaves a smaller positive number, forever, which is why the decay curve below flattens against the horizontal axis without touching it.
Reading a factor out of a sentence takes care. “Grows by ” keeps the original and adds more, so the factor is . “Falls by ” keeps of the original, so the factor is . “Doubles” is a increase, factor . “Halves” is a decrease, factor .
Now watch what happens when you chain two of them. A price rises and then falls . Many people expect to land back where they started. Multiply the factors:
a net loss. The two s are percentages of different amounts, so they do not cancel. Percent changes never add; the factors multiply. This is not a quirk of the numbers and : a rise of followed by a fall of always gives . For every nonzero , that value is less than .
Check your understanding
A town's population falls by each year. If the population starts at , which model gives the population after years?
Losing means keeping the other , so one year multiplies the population by the decay factor .
The factor would throw away of the town every year, and would grow it. The rate is ; the factor is .
Compounding more than once a year
Banks rarely wait a whole year to pay interest. A rate quoted as ” per year, compounded monthly” means the year is cut into equal periods and each period pays one twelfth of the annual rate. Nothing new is needed: apply the one-step rule with the period rate.
With an annual rate compounded times a year, each period grows by , so each period multiplies by . Over years there are such periods, and multiplications give an exponent of :
Divide the rate, multiply the time. Setting recovers , so the annual formula is just the special case with one period a year. Compounding more often pays a little more, because the interest you earn early starts earning interest itself sooner.
Worked example 1 2000 dollars at per year, compounded monthly, for 5 years
Identify the four ingredients. The principal is dollars, the annual rate is , the number of periods per year is , and the time is years.
The monthly rate is and the number of periods is :
So the balance multiplies by sixty times:
The account holds about dollars. Compare that with the same rate compounded once a year, dollars. Monthly compounding earns about dollars more over the five years, which is the interest that the interest earned.
Check your understanding
Which expression gives the balance on 500 dollars after years at an annual rate of compounded quarterly?
Quarterly means periods a year, so each period gets a quarter of the annual rate and there are periods per year for years.
The balance is . Dividing the rate without multiplying the time, or the reverse, is the classic slip.
Doubling time and half-life
So far the unknown has always been the amount. The more interesting question runs the other way: how long until the amount reaches some target? That puts the unknown in the exponent, and the logarithm is precisely the tool built to bring an exponent down.
The doubling time is the time it takes for a growing quantity to reach twice its size. Set and solve:
Look at what just happened: cancelled. The doubling time does not depend on the starting amount at all. A colony of bacteria and a colony of million bacteria with the same growth factor take exactly the same time to double. Taking the logarithm of both sides and using the power law ,
The half-life is the mirror image: the time for a decaying quantity to fall to half its size. The same cancellation happens, leaving , so
Here is negative, and for decay makes negative too, so the quotient of two negatives is a positive time, as it must be.
Because the doubling time is the same everywhere along the curve, it gives a second, often tidier way to write the model. If the doubling time is , then the per-unit factor satisfies , so and therefore . The same reasoning with a half-life gives . In short:
Sanity-check the second one at : the exponent is and the amount is exactly , which is what “half-life” means.
Worked example 2 A population grows a year. How long until it doubles?
The growth factor is . Doubling means the amount reaches , and the starting population cancels straight away, leaving
The unknown is stuck in the exponent, so take the logarithm of both sides and use the power law to bring down in front:
Evaluating, and , so
Check it: , so the population really has doubled. Notice that the answer never used the starting population. So a village of and a city of million both take about years to double at a year.
Worked example 3 A -gram sample has a half-life of years
Because the amount halves every years, use the half-life form of the model with and :
How much remains after years? Substitute , so the exponent is , meaning two and a half half-lives have passed:
When does the sample fall to grams? Set and divide by first, which is the same cancellation as before:
Take logarithms and use the power law:
Multiplying by gives years. That agrees with part one: after years there were still grams, a little more than , so the sample should cross grams a little after year .
Check your understanding
A substance loses of its mass every hour. Which equation determines its half-life , in hours?
Losing keeps , so the hourly decay factor is . The half-life is the time at which the multiplier has reached , so set .
The factor is , not and not , and half means the target is , not .
Building the model from two data points
In practice nobody hands you the rate. You measure the quantity twice and work the rate out. Suppose you know the starting amount and one later reading . Then
using the rational exponents from the previous chapter to undo the power . If neither reading is at time zero, divide one by the other and the unknown cancels: from you get the factor the same way.
Worked example 4 A colony of grows to in years
Assume exponential growth, so for an unknown annual factor . The reading at gives an equation:
Undo the sixth power with a sixth root, which is the exponent :
To get a decimal, take logarithms: , so . The colony grows about a year, which is the factor minus one, not the factor itself.
Check the model against the data: , as required.
There is also a log-free way to write the same model. The colony multiplies by every years, so exactly as with doubling time,
Both forms give the same numbers; the second one just refuses to round anything.