Learning Module 03A Exponential Functions
Analyzing Exponential Functions
Learning Objectives
In this section, you will:
- Evaluate exponential functions.
- Find the equation of an exponential function.
- Evaluate exponential functions with base e.
India is the second most populous country in the world with a population of about
billion people in 2013. The population is growing at a rate of about
each year[1] . If this rate continues, the population of India will exceed China’s population by the year
.When populations grow rapidly, we often say that the growth is “exponential,” meaning that something is growing very rapidly. To a mathematician, however, the term exponential growth has a very specific meaning. In this section, we will take a look at exponential functions, which model this kind of rapid growth.
Identifying Exponential Functions
When exploring linear growth, we observed a constant rate of change—a constant number by which the output increased for each unit increase in input. For example, in the equation
the slope tells us the output increases by 3 each time the input increases by 1. The scenario in the India population example is different because we have a percent change per unit time (rather than a constant change) in the number of people.
Defining an Exponential Function
A study found that the percent of the population who are vegans in the United States doubled from 2009 to 2011. In 2011, 2.5% of the population was vegan, adhering to a diet that does not include any animal products—no meat, poultry, fish, dairy, or eggs. If this rate continues, vegans will make up 10% of the U.S. population in 2015, 40% in 2019, and 80% in 2021.
What exactly does it mean to grow exponentially? What does the word double have in common with percent increase? People toss these words around errantly. Are these words used correctly? The words certainly appear frequently in the media.
- Percent change refers to a change based on a percent of the original amount.
- Exponential growth refers to an increase based on a constant multiplicative rate of change over equal increments of time, that is, a percent increase of the original amount over time.
- Exponential decay refers to a decrease based on a constant multiplicative rate of change over equal increments of time, that is, a percent decrease of the original amount over time.
For us to gain a clear understanding of exponential growth, let us contrast exponential growth with linear growth. We will construct two functions. The first function is exponential. We will start with an input of 0, and increase each input by 1. We will double the corresponding consecutive outputs. The second function is linear. We will start with an input of 0, and increase each input by 1. We will add 2 to the corresponding consecutive outputs.
| 0 | 1 | 0 |
| 1 | 2 | 2 |
| 2 | 4 | 4 |
| 3 | 8 | 6 |
| 4 | 16 | 8 |
| 5 | 32 | 10 |
| 6 | 64 | 12 |
From the table we can infer that for these two functions, exponential growth dwarfs linear growth.
- Exponential growth refers to the original value from the range increases by the same percentage over equal increments found in the domain.
- Linear growth refers to the original value from the range increases by the same amount over equal increments found in the domain.
Apparently, the difference between “the same percentage” and “the same amount” is quite significant. For exponential growth, over equal increments, the constant multiplicative rate of change resulted in doubling the output whenever the input increased by one. For linear growth, the constant additive rate of change over equal increments resulted in adding 2 to the output whenever the input was increased by one.
The general form of the exponential function is
where
is any nonzero number
is a positive real number not equal to 1.
- If
the function grows at a rate proportional to its size. - If
the function decays at a rate proportional to its size.
Let’s look at the function
from our example. We will create a table to determine the corresponding outputs over an interval in the domain from
to
.
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|||||||
| |
Let us examine the graph of
by plotting the ordered pairs we observe on the table and then make a few observations.

Let’s define the behavior of the graph of the exponential function
and highlight some its key characteristics.
- the domain is

- the range is

- as

- as

is always increasing,- the graph of
will never touch the x-axis because base two raised to any exponent never has the result of zero.
is the horizontal asymptote.- the y-intercept is 1.
Exponential Function
For any real number
an exponential function is a function with the form
where
is a non-zero real number called the initial value and
is any positive real number such that
.- The domain of
is all real numbers. - The range of
is all positive real numbers if
. - The range of
is all negative real numbers if
. - The y-intercept is
and the horizontal asymptote is
.
Identifying Exponential Functions
Which of the following equations are not exponential functions?
Show Solution
By definition, an exponential function has a constant as a base and an independent variable as an exponent. Thus
does not represent an exponential function because the base is an independent variable. In fact
is a power function.
Recall that the base b of an exponential function is always a positive constant, and
Thus
does not represent an exponential function because the base
is less than
.
Try It
Which of the following equations represent exponential functions?
Show Solution
and
represent exponential functions.
Evaluating Exponential Functions
Recall that the base of an exponential function must be a positive real number other than
.Why do we limit the base
to positive values? To ensure that the outputs will be real numbers. Observe what happens if the base is not positive:
- Let
and
Then
which is not a real number.
Why do we limit the base to positive values other than
Because base
results in the constant function. Observe what happens if the base is ![]()
- Let
Then
for any value of
.
To evaluate an exponential function with the form
we simply substitute
with the given value, and calculate the resulting power. For example:
Let
What is ![]()

To evaluate an exponential function with a form other than the basic form, it is important to follow the order of operations. For example:
Let
What is ![]()

Note that if the order of operations were not followed, the result would be incorrect:
Evaluating Exponential Functions
Let
Evaluate
without using a calculator.
Show Solution
Follow the order of operations. Be sure to pay attention to the parentheses.

Try It
Let
Evaluate
using a calculator. Round to four decimal places.
Show Solution
![]()
Defining Exponential Growth
Because the output of exponential functions increases very rapidly, the term “exponential growth” is often used in everyday language to describe anything that grows or increases rapidly. However, exponential growth can be defined more precisely in a mathematical sense. If the growth rate is proportional to the amount present, the function models exponential growth.
Exponential Growth
A function that models exponential growth grows by a rate proportional to the amount present. For any real number
and any positive real numbers
and
such that
an exponential growth function has the form
where
is the initial or starting value of the function.
is the growth factor or growth multiplier per unit
.
In more general terms, we have an exponential function, in which a constant base is raised to a variable exponent. To differentiate between linear and exponential functions, let’s consider two companies, A and B. Company A has 100 stores and expands by opening 50 new stores a year, so its growth can be represented by the function
Company B has 100 stores and expands by increasing the number of stores by 50% each year, so its growth can be represented by the function
.
A few years of growth for these companies are illustrated below.
| Year, |
Stores, Company A | Stores, Company B |
|---|---|---|
The graphs comparing the number of stores for each company over a five-year period are shown below. We can see that, with exponential growth, the number of stores increases much more rapidly than with linear growth.

Notice that the domain for both functions is
and the range for both functions is
After year 1, Company B always has more stores than Company A.
Now we will turn our attention to the function representing the number of stores for Company B
In this exponential function, 100 represents the initial number of stores, 0.50 represents the growth rate, and
represents the growth factor. Generalizing further, we can write this function as
where 100 is the initial value
is called the base, and
is called the exponent.
Evaluating a Real-World Exponential Model
At the beginning of this section, we learned that the population of India was about
billion in the year 2013, with an annual growth rate of about
This situation is represented by the growth function
where
is the number of years since
To the nearest thousandth, what will the population of India be in ![]()
Show Solution
To estimate the population in 2031, we evaluate the models for
because 2031 is
years after 2013. Rounding to the nearest thousandth,
There will be about 1.549 billion people in India in the year 2031.
Try It
The population of China was about 1.39 billion in the year 2013, with an annual growth rate of about
This situation is represented by the growth function
where
is the number of years since
.To the nearest thousandth, what will the population of China be for the year 2031? How does this compare to the population prediction we made for India?
Show Solution
About
billion people; by the year 2031, India’s population will exceed China’s by about 0.001 billion, or 1 million people.
Finding Equations of Exponential Functions
In the previous examples, we were given an exponential function, which we then evaluated for a given input. Sometimes we are given information about an exponential function without knowing the function explicitly. We must use the information to first write the form of the function, then determine the constants
and
and evaluate the function.
How To
Given two data points, write an exponential model.
- If one of the data points has the form
then
is the initial value. Using
substitute the second point into the equation
and solve for
. - If neither of the data points have the form
substitute both points into two equations with the form
Solve the resulting system of two equations in two unknowns to find
and
. - Using the
and
found in the steps above, write the exponential function in the form
.
Writing an Exponential Model When the Initial Value Is Known
In 2006, 80 deer were introduced into a wildlife refuge. By 2012, the population had grown to 180 deer. The population was growing exponentially. Write an algebraic function
representing the population
of deer over time
.
Show Solution
We let our independent variable
be the number of years after 2006. Thus, the information given in the problem can be written as input-output pairs: (0, 80) and (6, 180). Notice that by choosing our input variable to be measured as years after 2006, we have given ourselves the initial value for the function
We can now substitute the second point into the equation
to find ![]()

NOTE : Unless otherwise stated, do not round any intermediate calculations. Then round the final answer to four places for the remainder of this section.
The exponential model for the population of deer is
(Note that this exponential function models short-term growth. As the inputs gets large, the output will get increasingly larger, so much so that the model may not be useful in the long term.)
We can graph our model to observe the population growth of deer in the refuge over time. Notice that the graph passes through the initial points given in the problem
and
We can also see that the domain for the function is
and the range for the function is
.

Try It
A wolf population is growing exponentially. In 2011
wolves were counted. By
the population had reached 236 wolves. What two points can be used to derive an exponential equation modeling this situation? Write the equation representing the population
of wolves over time
.
Show Solution
and ![]()
Writing an Exponential Model When the Initial Value is Not Known
Find an exponential function that passes through the points
and
.
Show Solution
Because we don’t have the initial value, we substitute both points into an equation of the form
and then solve the system for
and
.
- Substituting
gives 
- Substituting
gives 
Use the first equation to solve for
in terms of ![]()

Substitute
in the second equation, and solve for ![]()

Use the value of
in the first equation to solve for the value of ![]()

Thus, the equation is
.
We can graph our model to check our work. Notice that the graph passes through the initial points given in the problem
and
The graph is an example of an exponential decay function.

Try It
Given the two points
and
find the equation of the exponential function that passes through these two points.
Show Solution
![]()
Do two points always determine a unique exponential function?
Yes, provided the two points are either both above the x-axis or both below the x-axis and have different x-coordinates. But keep in mind that we also need to know that the graph is, in fact, an exponential function. Not every graph that looks exponential really is exponential. We need to know the graph is based on a model that shows the same percent growth with each unit increase in
which in many real world cases involves time.
How To
Given the graph of an exponential function, write its equation.
- First, identify two points on the graph. Choose the y-intercept as one of the two points whenever possible. Try to choose points that are as far apart as possible to reduce round-off error.
- If one of the data points is the y-intercept
, then
is the initial value. Using
substitute the second point into the equation
and solve for
. - If neither of the data points have the form
substitute both points into two equations with the form
Solve the resulting system of two equations in two unknowns to find
and
. - Write the exponential function
.
Writing an Exponential Function Given Its Graph
Find an equation for the exponential function graphed.

Show Solution
We can choose the y-intercept of the graph
as our first point. This gives us the initial value
Next, choose a point on the curve some distance away from
that has integer coordinates. One such point is
.

Because we restrict ourselves to positive values of
we will use
Substitute
and
into the standard form to yield the equation
.
Try It
Find an equation for the exponential function graphed.

Show Solution
Answers may vary due to round-off error. The answer should be very close to
.
Applying the Compound-Interest Formula
Savings instruments in which earnings are continually reinvested, such as mutual funds and retirement accounts, use compound interest. The term compounding refers to interest earned not only on the original value, but on the accumulated value of the account.
The annual percentage rate (APR) of an account, also called the nominal rate, is the yearly interest rate earned by an investment account. The term nominal is used when the compounding occurs a number of times other than once per year. In fact, when interest is compounded more than once a year, the effective interest rate ends up being greater than the nominal rate! This is a powerful tool for investing.
We can calculate the compound interest using the compound interest formula, which is an exponential function of the variables time
principal
APR
and number of compounding periods in a year ![]()
For example, observe the table below which shows the result of investing
at 10% for one year. Notice how the value of the account increases as the compounding frequency increases.
| Frequency | Value after 1 year |
|---|---|
| Annually | |
| Semiannually | |
| Quarterly | |
| Monthly | |
| Daily |
The Compound Interest Formula
Compound interest can be calculated using the formula
where
is the account value,
is measured in years,
is the starting amount of the account, often called the principal, or more generally present value,
is the annual percentage rate (APR) expressed as a decimal, and
is the number of compounding periods in one year.
Calculating Compound Interest
If we invest
in an investment account paying 3% interest compounded quarterly, how much will the account be worth in 10 years?
Show Solution
Because we are starting with
Our interest rate is 3%, so
Because we are compounding quarterly, we are compounding 4 times per year, so
We want to know the value of the account in 10 years, so we are looking for
the value when
.

The account will be worth about
in 10 years.
Try It
An initial investment of
at 12% interest is compounded weekly (use 52 weeks in a year). What will the investment be worth in 30 years?
Show Solution
about ![]()
Using the Compound Interest Formula to Solve for the Principal
A 529 Plan is a college-savings plan that allows relatives to invest money to pay for a child’s future college tuition; the account grows tax-free. Lily wants to set up a 529 account for her new granddaughter and wants the account to grow to
over 18 years. She believes the account will earn 6% compounded semi-annually (twice a year). To the nearest dollar, how much will Lily need to invest in the account now?
Show Solution
The nominal interest rate is 6%, so
Interest is compounded twice a year, so
.
We want to find the initial investment
needed so that the value of the account will be worth
in
years. Substitute the given values into the compound interest formula, and solve for
.

Lily will need to invest
to have
in 18 years.
Try It
To the nearest dollar, how much would Lily need to invest if the account is compounded quarterly?
Show Solution
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Evaluating Functions with Base e
As we saw earlier, the amount earned on an account increases as the compounding frequency increases. The table below shows that the increase from annual to semi-annual compounding is larger than the increase from monthly to daily compounding. This might lead us to ask whether this pattern will continue.
Examine the value of
invested at 100% interest for 1 year, compounded at various frequencies.
| Frequency | Value | |
|---|---|---|
| Annually | ||
| Semiannually | ||
| Quarterly | ||
| Monthly | ||
| Daily | ||
| Hourly | ||
| Once per minute | ||
| Once per second |
These values appear to be approaching a limit as
increases without bound. In fact, as
gets larger and larger, the expression
approaches a number used so frequently in mathematics that it has its own name: the letter
This value is an irrational number, which means that its decimal expansion goes on forever without repeating. Its approximation to six decimal places is shown below.
The Number e
The letter e represents the irrational number
a
.
The letter e is used as a base for many real-world exponential models. To work with base e, we use the approximation
The constant was named by the Swiss mathematician Leonhard Euler (1707–1783) who first investigated and discovered many of its properties.
Using a Calculator to Find Powers of e
Calculate
Round to five decimal places.
Show Solution
On a calculator, press the button labeled
The window shows
Type
and then close parenthesis
Press [ENTER]. Rounding to
decimal places
Caution: Many scientific calculators have an “Exp” button, which is used to enter numbers in scientific notation. It is not used to find powers of
.
Try It
Use a calculator to find
Round to five decimal places.
Show Solution
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Investigating Continuous Growth
So far we have worked with rational bases for exponential functions. For most real-world phenomena, however, e is used as the base for exponential functions. Exponential models that use
as the base are called continuous growth or decay models. We see these models in finance, computer science, and most of the sciences, such as physics, toxicology, and fluid dynamics.
The Continuous Growth/Decay Formula
For all real numbers
and all positive numbers
and
continuous growth or decay is represented by the formula
where
is the initial value,
is the continuous growth rate per unit time,- and
is the elapsed time.
If
, then the formula represents continuous growth. If
, then the formula represents continuous decay.
For business applications, the continuous growth formula is called the continuous compounding formula and takes the form
where
is the principal or the initial invested,
is the growth or interest rate per unit time,- and
is the period or term of the investment.
How To
Given the initial value, rate of growth or decay, and time
solve a continuous growth or decay function.
- Use the information in the problem to determine
, the initial value of the function. - Use the information in the problem to determine the growth rate
.
- If the problem refers to continuous growth, then
. - If the problem refers to continuous decay, then
.
- If the problem refers to continuous growth, then
- Use the information in the problem to determine the time
. - Substitute the given information into the continuous growth formula and solve for
.
Calculating Continuous Growth
A person invested
in an account earning a nominal 10% per year compounded continuously. How much was in the account at the end of one year?
Show Solution
Since the account is growing in value, this is a continuous compounding problem with growth rate
The initial investment was
, so
We use the continuous compounding formula to find the value after
year:

The account is worth
after one year.
Try It
A person invests
at a nominal 12% interest per year compounded continuously. What will be the value of the investment in 30 years?
Show Solution
![]()
Calculating Continuous Decay
Radon-222 decays at a continuous rate of 17.3% per day. How much will 100 mg of Radon-222 decay to in 3 days?
Show Solution
Since the substance is decaying, the rate
, is negative. So
The initial amount of radon-222 was
mg, so
We use the continuous decay formula to find the value after
days:

So 59.5115 mg of radon-222 will remain.
Try It
How much radon-222 will remain after one year?
Show Solution
3.77E-26 (This is calculator notation for the number written as
in scientific notation. While the output of an exponential function is never zero, this number is so close to zero that for all practical purposes we can accept zero as the answer.)
Access these online resources for additional instruction and practice with exponential functions.
Key Equations
| definition of the exponential function | |
| definition of exponential growth | |
| compound interest formula |
|
| continuous growth formula |
|
Key Concepts
- An exponential function is defined as a function with a positive constant other than
raised to a variable exponent. - A function is evaluated by solving at a specific value.
- An exponential model can be found when the growth rate and initial value are known.
- An exponential model can be found when the two data points from the model are known.
- An exponential model can be found using two data points from the graph of the model.
- An exponential model can be found using two data points from the graph and a calculator.
- The value of an account at any time
can be calculated using the compound interest formula when the principal, annual interest rate, and compounding periods are known. - The initial investment of an account can be found using the compound interest formula when the value of the account, annual interest rate, compounding periods, and life span of the account are known.
- The number
is a mathematical constant often used as the base of real world exponential growth and decay models. Its decimal approximation is
. - Continuous growth or decay models are exponential models that use
as the base. Continuous growth and decay models can be found when the initial value and growth or decay rate are known.
- http://www.worldometers.info/world-population/. Accessed February 24, 2014. ↵
