San José State University
Department of Economics 

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First consider the following optimization problem and its comparative statics:
The first order conditions for the maximizing values of x_{1} and x_{2} are:
where λ is the Lagrangian multiplier.
The differentiation of the first order equations with respect to p_{1} yields
where u_{i,j} is ∂^{2}u/∂x_{j}∂x_{i}.
The differentiation of the budget constraint with respect to p_{1} yields an equation that can be put into the form:
These equations in matrix form are:
 u_{1,1}  u_{1,2}  p_{1}    ∂x_{1}/∂p_{1}    λ   
 u_{2,1}  u_{2,2}  p_{1}    ∂x_{2}/∂p_{1}   =   0  
 p_{1}  p_{2}  0    ∂λ/∂p_{1}    x_{1}  
Let the 3×3 matrix on the left, which happens to be called a bordered Hessian matrix, be denoted as H. The column vector of the x_{1}, x_{2} and λ values can be represented as partial derivatives with respect to p_{1} and are denoted as ∂X/∂p_{1}. The matrix equation then become
where the column vector on the right is represented in the form of a transpose of a row vector.
Thus the solution is
∂X/∂p_{1} = H^{1}(λ, 0 , x_{1})^{T}
which can be decomposed into two terms; i.e.,
These two terms represent the substitution effect and the income effect, respectively. This assertion is to be proven.
When the first order conditions are differentiated with respect to income y the result is:
 u_{1,1}  u_{1,2}  p_{1}    ∂x_{1}/∂y    0   
 u_{2,1}  u_{2,2}  p_{1}    ∂x_{2}/∂y   =   0  
 p_{1}  p_{2}  0    ∂λ/∂y    1  
Thus
The second term in the equation for the effect of a change in p_{1},
Thus this term is the income effect. To establish the substitution effect another optimization problem has to be considered.
The optimization problem is:
The first order conditions for this optimization problem are:
where the Lagrangian multiplier has been expressed as (1/μ) in order that the first conditions can be written as
The differentiation of these equations with respect to p_{1} yields essentially the same first two equation as for the first optimization problem. In the previous case the constraint was differentiated with respect to p_{1}. In this case the result is
The matrix form of the equation is thus
This is the same as the other term in the comparative statics analysis for the first optimization problem with λ=μ.
The same results apply for changes in p_{2}.
Thus we have Slutsky's equation:
where ∂X/∂p_{i} and ∂X/∂y represents the impact of a change in the price p_{i} and money income y on the vector of quantities demanded and the Lagrangian multiplier. The notation ( )_{y}, ( )_{u} and ( )_{P} indicates that the derivatives inside of the parentheses are with, respectively, money income y held constant, utility (real income) u held constant, and all prices P held constant.
Addendendum:
In the preceding only a change in p_{1} was considered. There are analogous equations for the impact of a change in p_{2}. Rather than present those equations separately it is more interesting to present the comparative statics analysis of price and money income changes.
The full set of equations which derive from the first order conditions is:
 u_{1,1}  u_{1,2}  p_{1}    λ 0 0   
 u_{2,1}  u_{2,2}  p_{1}    ∂X/∂p_{1} ∂X/∂p_{2} ∂X/∂y   =   0 λ 0  
 p_{1}  p_{2}  0    x_{1} x_{2} 1  
where X is the column vector (x_{1}, x_{2}, λ )^{T}.
Thus the solution is
 λ 0 0   
 ∂X/∂p_{1} ∂X/∂p_{2} ∂X/∂y   = H^{1}   0 λ 0  
 x_{1} x_{2} 1  
where H is the bordered Hessian matrix.
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