Let's return once again to our list of equations.
- y = 4x + 3
- y = 4x1/2 + 3
- y = 4x - 2z +3
- y = 10/x
- y = 2x
- lny = 4lnx
- y = 3 + 4x2
- lnQ = -2lnP +1.5lnY
Not all relationships can be captured by linear equations, but you
probably know that from your algebra and trigonometry courses. You probably also
remember that nonlinear equations were often more difficult to deal with, and
that has not changed. You can, however, make your life a bit easier if you
realize that as long as all of the parameters have specified values, you can use
spreadsheets to help you visualize the nature of the nonlinearities. For
example, let's look at the seventh equation, a simple quadratic.
y = 4x2 + 3
We can set up a simple spreadsheet in which we put in values for x
extending from 1 to 31 and program excel so that the value for y appearing in
the second column is specified by the equation. In this nonlinear case the rate
of change varies with the initial value of x. If we are at x = 1 and move to x =
2, y increases by 12. The rate of change Dy/Dx = (19-7)/(2-1) = 12. If we begin
at x = 30, however, and move to x = 31, the rate of change (Dy/Dx) =
(3887-3603)/(31-30) = 284/1. It should come as no surprise that if we plot these
points we have what looks like a parabola.
|
x |
y |
|
0 |
3 |
|
1 |
7 |
|
2 |
19 |
|
3 |
39 |
|
... |
... |
|
30 |
3603 |
|
31 |
3887 |
Equation 6 ]lny = 4lnx] is also a nonlinear
equation. It is called a log linear equation and economists tend to like this
specification of a relationship between two variables. Fortunately, you do not
need to know anything about logs at this time. If you ever have a problem where
you run into a problem involving log, you can use excel which has logarithmic
functions. What is important know is the interpretation of the coefficient. In
the linear equation the coefficient of x was equal to Dy/Dx. In the log linear
case the coefficient of lnx equals %Dy/%Dx.
%Dy/%Dx = 4
As we saw with the linear equations, we can interpret this relationship as
one equation with three unknowns. Using the 'laws' of algebra, we can rewrite
this equation in the following two ways - each providing us with a different
variable on the left hand side of the = sign. If you know the value of the
coefficient, which is 4 in equation 6, then you rewrite the equation two
ways:
1 %Dy = %Dx* 4
2 %Dx = %Dy/4
The first equation can be used to answer questions such as; how much will
y increase if x increases by 3 percent? if x decreases by 4 percent? In the
first case y would increase by 12 percent when y increased by 3 percent. If on
the other hand you happened to know that y increased by 12 percent, you would
know that x must have increased by 3 percent.
The reason why this formulation is so important is that the ratio of
percentage changes has a special significance in economics. From your
microeconomics you will recall the concept of elasticity. The price elasticity
of demand (ep) is defined as the percentage change in demand (Qd)
divided by the percentage change in price(p) (ep = %DQd/%DP).
Similarly the income elasticity of demand is defined as the percentage change in
demand divided by the percentage change in income (Y) (ey =
%DQd/%DY).
Equation 5 (y = 2x) is also an equation which you are likely to run
into repeatedly. This is an exponential function which is at the heart of
present and future value analysis which in turn is at the center of the large
majority of financial decisions. First, however, let's look at a couple of
important equations that specify change.