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Exponential Growth and Decay: Doubling Time, Half-Life, and Graphs

Linear change adds the same amount each step. Exponential change multiplies by the same factor.

Short answer

What you need to know

Write the model as y = a·b^t, where a is the starting value and b is the growth factor per time step: b greater than 1 grows and b between 0 and 1 decays. Doubling time and half-life come from solving b^t = 2 or b^t = 1/2 with logarithms.

Open the Compound Interest program

Adding versus multiplying

A savings jar that gains $50 a month grows linearly: the same amount is added each step. An account that gains 5% a year grows exponentially: each year's increase is bigger than the last, because 5% of a bigger balance is more money.

The quick test is to look at a table of values. If the differences between steps are constant, the pattern is linear. If the ratios are constant, it is exponential.

The basic model

y = a · b^t. Here a is the value when t = 0 and b is the factor applied every time step.

Growth by a rate r per step means b = 1 + r, so 6% growth is b = 1.06. Decay by a rate r means b = 1 - r, so losing 20% each step is b = 0.80.

When the growth is stated as a doubling or halving period, put the period in the exponent. A culture of 500 bacteria that doubles every 3 hours is N = 500 · 2^(t/3). After 12 hours that is 500 · 2^4 = 8000.

Half-life

Decay is often described by its half-life, the time it takes to lose half of what is there. The model is A = A0 · (1/2)^(t/h), where h is the half-life.

A dose of 80 mg with a half-life of 6 hours leaves 80 · (1/2)^3 = 10 mg after 18 hours: 40 after the first 6 hours, 20 after 12, and 10 after 18.

Doubling time and the rule of 72

To find how long growth at rate r takes to double, solve (1 + r)^t = 2. Taking logs gives t = ln(2) / ln(1 + r). At 7% per year that is ln(2) / ln(1.07) ≈ 10.24 years.

The rule of 72 is a mental shortcut: divide 72 by the percentage rate. 72 / 7 ≈ 10.3 years, close to the exact answer. It works best for rates between about 4% and 12%.

Compound and continuous interest

Money is the most common exponential model. Compounded n times a year, A = P(1 + r/n)^(nt). Compounded continuously, A = Pe^(rt).

$1,000 at 6% for 12 years grows to about $2,012.20 compounded yearly and about $2,054.43 compounded continuously. More frequent compounding always helps, but the gain shrinks as n grows.

For continuous growth the doubling time is exactly ln(2) / r. At 5% that is about 13.86 years.

Graphing y = a·b^(x - h) + k

The parent graph y = b^x passes through (0, 1) and has a horizontal asymptote at y = 0. Each letter moves or reshapes it.

h shifts the graph right by h. k shifts it up by k, which also moves the asymptote to y = k. a stretches the graph vertically, and a negative a reflects it over the asymptote.

The domain is all real numbers. The range is y > k when a is positive and y < k when a is negative.

Example: y = 2 · 3^(x - 1) - 4 has its asymptote at y = -4 and range y > -4. It passes through (1, -2), because 3^0 = 1, and (2, 2), because 2 · 3 - 4 = 2.

Graph of y = 2 times 3 to the power x minus 1, minus 4 An increasing exponential curve that approaches the dashed horizontal asymptote y = -4 on the left and passes through the points (1, -2) and (2, 2). -2 -1 1 2 3 2 4 6 8 (1, −2) (2, 2) asymptote y = −4 y = 2·3^(x−1) − 4
y = 2·3^(x−1) − 4: the curve never reaches its asymptote y = −4, and it passes through (1, −2) and (2, 2), as worked out above.

Solving for time

Questions such as 'when will the population reach 10,000?' need a logarithm. Isolate the power and take logs of both sides: 500 · 2^(t/3) = 10000 gives 2^(t/3) = 20, so t/3 = ln(20) / ln(2) ≈ 4.32 and t ≈ 12.97 hours.

Calculator programs for this topic

These free TI-84 Plus CE Python programs carry out the steps above. Each page explains its own math, shows a screen preview, and lets you read the source before you download it.

Try these before revealing the answers

Is the pattern 3, 6, 12, 24 linear or exponential?

Show worked answer

Exponential: each value is twice the one before, a constant ratio of 2.

A car worth $20,000 loses 15% a year. Write the model.

Show worked answer

V = 20000 · 0.85^t.

Estimate the doubling time at 9% with the rule of 72.

Show worked answer

72 / 9 = 8 years.

Important limitation

Check your answers

Exponential models describe idealised steady growth or decay. Real populations, prices, and drug levels eventually depart from them, so treat long-range predictions with care and state the assumptions you used.

Open the Compound Interest program Installation guide

Further reading

Authoritative references

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