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Exponential growth versus polynomial growth


Alignments to Content Standards: F-LE.A.3

Task

The table below shows the values of 2^x and 2x^3 + 1 for some whole number values of x:

x 2^x 2x^3+1
1 2 3
2 4 17
3 8 55
4 16 129
5 32 251
  1. The numbers in the third column (values of 2x^3 + 1) are all larger than the numbers in the second column (values of 2^x). Does this remain true if the table is extended to include whole number values up to ten?
  2. Explain how you know that the values of 2^x will eventually exceed those of the polynomial 2x^3 + 1. What is the smallest whole number value of x for which this happens?

IM Commentary

This problem shows that an exponential function takes larger values than a cubic polynomial function provided the input is sufficiently large.

Solutions

Solution: Table

(a) The table can be extended for whole number values of x up to x = 10 and the values of 2x^3 + 1 remain larger than those for 2^x:

x 2^x 2x^3+1
6 64 433
7 128 687
8 256 1025
9 512 1459
10 1024 2001

(b) If the table is continued, for all values of x up to and including 11 the polynomial 2x^3 + 1 takes a larger value than the exponential 2^x. But 2^{12} > 2(12)^3 + 1.

x 2^x 2x^3+1
11 2048 2663
12 4096 3457

We know that the exponential 2^x will eventually exceed in value the polynomial 2x^3 + 1 because its base, 2, is larger than one and an exponential functions grow faster, as the size of x increases, than any particular polynomial function. This is explained in greater detail in the second solution below by examining quotients of 2^x and 2x^3+1 when evaluated at successive whole numbers.

Solution: 2. Abstract argument

The argument presented here does not find the smallest whole number (12) where the value of 2^x first exceeds the value of 2x^3 + 1 but rather explains why there must be such a whole number. The argument would apply not only to 2x^3+1 but also to any other polynomial.
Each time the variable x is increased by one unit, the exponential function 2^x doubles: \frac{2^{x+1}}{2^x} = 2.

For the polynomial function 2x^3 + 1, an increase in x by one unit increases the value of the function by a factor of \frac{2(x+1)^3+1}{2x^3+1} = \frac{2x^3+6x^2+6x+7}{2x^3+1}.
Unlike the exponential function, these growth factors for the polynomial function depend on the value of x. Notice that as x increases, the expression \frac{2x^3+6x^2+6x+7}{2x^3+1}
gets closer and closer to one (because for large positive values of x, the terms 6x^2, 6x, 7, and 1 influence the value of the quotient by a small quantity). Thus, as x is continually incremented by one unit, the value of 2^x always doubles while value of 2x^3+1 only increases by a factor closer and closer to one, thereby allowing the exponential values to eventually surpass the polynomial values.