In
mathematics,
exponential growth (or
geometric growth) occurs when the growth rate of a function is always
proportional to the function's current size. Such growth is said to follow an
exponential law (but see also
Malthusian growth model). This implies for any exponentially growing quantity, the larger the quantity gets, the faster it grows. But it also implies that the relationship between the size of the
dependent variable and its
rate of growth is governed by a strict law, of the simplest kind:
direct proportion. It is proved in
calculus that this law requires that the quantity is given by the
exponential function, if we use the correct time scale. This explains the name.
Intuition
The phrase
exponential growth is often used in nontechnical contexts to mean merely surprisingly fast growth. In a strictly mathematical sense, though,
exponential growth has a precise meaning and doesn't necessarily mean that growth will happen quickly. In fact, a population can grow exponentially but at a very slow
absolute rate (as when money in a
bank account earns a very low interest rate, for instance), and can grow surprisingly fast without growing exponentially. And some functions, such as the
logistic function, approximate exponential growth over only part of their range. The "technical details" section below explains exactly what is required for a function to exhibit true exponential growth.
But the general principle behind exponential growth is that the larger a number gets, the faster it grows. Any exponentially growing number will eventually grow larger than any other number which grows at only a constant rate for the same amount of time (and will also grow larger than any function which grows only
subexponentially). This is demonstrated by the classic riddle in which a child is offered two choices for an increasing weekly allowance: the first option begins at 1 cent and doubles each week, while the second option begins at $1 and increases by $1 each week. Although the second option, growing at a constant rate of $1/week, pays more in the short run, the first option eventually grows much larger:
| Week |
|
|
|
|
|
|
|
|
|
|
0 |
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
| Option 1 |
$0.01 |
$0.02 |
$0.04 |
$0.08 |
$0.16 |
$0.32 |
$0.64 |
$1.28 |
$2.56 |
$5.12 |
$10.24 |
$20.48 |
$40.96 |
$81.92 |
$163.84 |
$327.68 |
$655.36 |
$1310.72 |
$2621.44 |
| Option 2 |
$1 |
$2 |
$3 |
$4 |
$5 |
$6 |
$7 |
$8 |
$9 |
$10 |
$11 |
$12 |
$13 |
$14 |
$15 |
$16 |
$17 |
$18 |
$19 |
We can describe these cases mathematically. In the first case, the allowance at week
n is 2
n cents; thus, at week 15 the payout is 2
15 = 32768c = $327.68. All formulas of the form
kn, where
k is an unchanging number greater than 1 (for example, 2), and
n is the amount of time elapsed, grow exponentially. In the second case, the payout at week
n is simply
n + 1 dollars. The payout grows at a constant rate of $1 per week.
This image shows a slightly more complicated example of an exponential function overtaking subexponential functions:
The red line represents 50
x, similar to option 2 in the above example, except increasing by 50 a week instead of 1. Its value is largest until
x gets around 7. The blue line represents the polynomial
x3. Polynomials grow subexponentially, since the exponent (3 in this case) stays constant while the base (
x) changes. This function is larger than the other two when
x is between about 7 and 9. Then the exponential function 2
x (in green) takes over and becomes larger than the other two functions for all
x greater than about 10.
Anything that grows by the same percentage every year (or every month, day, hour etc.) is growing exponentially. For example, if the average number of offspring of each individual (or couple) in a population remains constant, the rate of growth is proportional to the number of individuals. Such an exponentially growing population grows three times as fast when there are six million individuals as it does when there are two million. Bank accounts with fixed-rate
compound interest grow exponentially provided there are no deposits, withdrawals or service charges. Mathematically, the bank account balance for an account starting with
s dollars, earning an annual interest rate
r and left untouched for
n years can be calculated as
. So, in an account starting with $1 and earning 5% annually, the account will have
after 1 year,
grains on the
th square demanded over a million grains on the 21st square, more than a quadrillion on the 41st and there simply wasn't enough rice in the whole world for the final squares. (From Meadows et al. 1972, p.29 via Porritt 2005)
For variation of this see
Second Half of the Chessboard in reference to the point where an
exponentially growing factor begins to have a significant economic impact on an organization's overall business strategy.
The water lily
French children are told a story in which they imagine having a pond with
water lily leaves floating on the surface. The lily population doubles in size every day and if left unchecked will smother the pond in 30 days, killing all the other living things in the water. Day after day the plant seems small and so it's decided to leave it to grow until it half-covers the pond, before cutting it back. They are then asked, on what day that will occur. This is revealed to be the 29th day, and then there will be just one day to save the pond. (From Meadows et al. 1972, p.29 via Porritt 2005)
External results
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