Title: Lecture 18. Comparative Statics
1Lecture 18. Comparative Statics
- Learning objectives. By the end of this lecture
you should - Understand some basic ideas about comparative
statics. - Introduction. In most economic problems we have
exogenous variables - E.g. prices and income for the consumer
- E.g. wages and prices for the competitive firm
- And endogenous variables.
- E.g. demand variables, x, for the consumer
- Supply and input demand for the firm.
- Exogenous variables are often call parameters.
- Often we want to know how the endogenous
variables change as the exogenous variables alter - E.g. how does demand for oranges change if the
price of apples rises? - The technique for finding the answer is called
comparative statics - It is closely related to the second order
conditions we have been studying. - Note that often we dont need a specific number
for the comparative static, just a direction e.g.
orange demand rises if the apple price rises
2Demand and supply example.
- Suppose we are interested in two variables x
(equilibrium output) and p (equilibrium price).
We have two equations that determine the
variables - Demand x 0.5m/p
- Supply p 4 2x
- How does a marginal change in income (m) alter
the equilibrium price? - A rise in m raises demand, x
- Thus prices must rise to meet this demand
- But then x must fall because prices have risen.
- But then prices will fall
- So what is the net effect on x and p?
- To put it another way. Suppose we ran a
regression of - P abM.
- What would we expect for the sign of b?
- To find the answer, we need to implicitly
differentiate this system of equations. First we
rewrite the two equations in the right kind of
format. Here m is our only exogenous variable. X
and p are endogenous and we have two equations
32. The implicit function theorem.
- An explicit function x f(b). So x is
explicitly a function of b. To find dx/db we
differentiate this function by b. - An implicit function f(x,b) 0. So x is
implicitly a function of b. To find dx/db we
differentiate this function by b - If x and b are single variables, then dx/db will
exist provided - exist and
-
- This proposition is known as the implicit
function theorem. This is what we have been
(implicitly) using.
43. The implicit function theorem x is a vector.
- Let f(x,b) 0 where x (x1,,xn) and 0 is a
vector of n zeros. So x is implicitly a function
of b. We write this out in detail in vector form
as - Note that in our examples up until now the fis
have been the derivatives of f with respect to
xi. They dont have to be derivatives. E.g. The
equations for a consumers demand for x1 and x2 - To find dxi/db we differentiate the function by
b
53. The implicit function theorem x is a vector.
- Rearrange
- This first matrix is known as the Jacobean (J).
- So, for dxi/db to exist we require,
- fi to be differentiable with respect to the xis
- J to be non-singular,
- Then,
- Or alternatively, use Cramers rule
64. Example.
- Suppose
- Then
- Exercise find dx1/db
75. Demand and supply example again.
- Suppose we are interested in two variables x
(equilibrium output) and p (equilibrium price).
We have two equations that determine the
variables - Demand x 0.5m/p
- Supply p 4 2x
- To find the answer, we need to implicitly
differentiate this system of equations. First we
rewrite the two equations in the right kind of
format. Here m is our only exogenous variable. X
and p are endogenous and we have two equations
85. Demand and supply example.
- Implicitly differentiate with respect to m
- That is,
- Or
95. Demand and supply example.
- Invert the Jacobian
- So,
- yields
105. Interpreting the demand and supply example.
- Our solution (after some tidying up)
- Everything is positive, so dx/dm gt 0 and dp/dm gt
0. i.e. equilibrium output and price rise. - In our regression p a bM, we would expect b
to be positive.
116. Comparative statics when there is maximization.
- A competitive firm faces a market price p.
- It has total costs of 2x2 where x output.
- What is the optimal output?
- Answer
- Profits p px 2x2
- Differentiate to get first order condition dp/dx
p 4x 0 - So x p/4 an explicit solution for x.
- How does output change as the price alters?
- In this question this is easy because we have the
explicit solution for x - dx/dp 1/4
p
x
126. Comparative statics when there is maximization.
- A competitive firm faces a market price p.
- It has total costs of c(x) where x output.
c(x) gt 0 and c(x) gt 0. - What is the optimal output in this more general
case? - Answer
- Profits p px c(x)
- Differentiate to get first order condition dp/dx
p c(x) 0 - So x is given implicitly by the solution to this
equation. - How does output change as the price alters?
- This is harder, but we know
-
- Note that weve written p as a function of p and
x, but x depends on p. - If we totally differentiate the first order
condition
136.
- Rearrange
- First note that if the first order condition
represents a maximum, - So will have the same sign as
- Here
- So as long as the second order condition is
satisfied, output rises as prices rise i.e. the
supply curve is upward sloping. - The sign of a variable or function is whether
it is positive () or negative (-). Its
shorthand for whether the value of the function
is greater than zero or less than zero.
146. continued..
- Lets just check that the second order condition
holds - given our assumption about c.
- Question c gt 0 is equivalent to
- Increasing returns
- Constant returns
- Decreasing returns?
157. Maximization with respect to one variable.
- If x is just a single variable, then
- If the first order conditions represent a
maximum, then the denominator must be negative so
the sign of df/db is the same as the sign of - This is often written
-
- Remember that this right hand term is the
derivative of the first order condition with
respect to b.
168. Comparative statics with maximization
general points.
- More generally. Suppose we maximize f(x,b) with
respect to x, where b is a parameter. Then our
starting point for the comparative statics is the
set of first order conditions - It follows that the Jacobean is the Hessian
matrix for f. In other words - Typically knowing this gives us additional
information about the sign of the comparative
statics.
179. Summary.
- In todays lecture you learnt
- How to do comparative statics with a functions of
one and two variables. - Next more on comparative statics in the context
of optimization.