# Constrained Optimisation

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1 CHAPTER 9 Constrained Optimisation Rational economic agents are assumed to make choices that maximise their utility or profit But their choices are usually constrained for example the consumer s choice of consumption bundle is constrained by his income In this chapter we look at methods for solving optimisation problems with constraints: in particular the method of Lagrange multipliers We apply them to consumer choice, cost minimisation, and other economic problems 1 Consumer Choice Suppose there are two goods available, and a consumer has preferences represented by the utility function u(x 1, x ) where x 1 and x are the amounts of the goods consumed The prices of the goods are p 1 and p, and the consumer has a fixed income m He wants to choose his consumption bundle (x 1, x ) to maximise his utility, subject to the constraint that the total cost of the bundle does not exceed his income Provided that the utility function is strictly increasing in x 1 and x, we know that he will want to use all his income The consumer s optimisation problem is: max u(x 1, x ) subject to p 1 x 1 + p x = m x 1,x The objective function is u(x 1, x ) The choice variables are x 1 and x The constraint is p 1 x 1 + p x = m There are three methods for solving this type of problem 11 Method 1: Draw a Diagram and Think About the Economics x P x 1 Provided the utility function is well-behaved (increasing in x 1 and x with strictly convex indifference curves), the highest utility is obtained at the point P where the budget constraint is tangent to an indifference curve The slope of the budget constraint is: p 1 p and the slope of the indifference curve is: MRS = MU 1 MU (See Chapters and 7 for these results) 153

2 154 9 CONSTRAINED OPTIMISATION Hence we can find the point P : (1) It is on the budget constraint: p 1 x 1 + p x = m () where the slope of the budget constraint equals the slope of the indifference curve: p 1 p = MU 1 MU In general, this gives us two equations that we can solve to find x 1 and x Examples 11: A consumer has utility function u(x 1, x ) = x 1 x The prices of the two goods are p 1 = 3 and p =, and her income is m = 4 How much of each good will she consume? (i) The consumer s problem is: max x 1 x subject to 3x 1 + x = 4 x 1,x The utility function u(x 1, x ) = x 1 x is Cobb-Douglas (see Chapter 7) Hence it is well-behaved The marginal utilities are: (ii) The optimal bundle: (1) is on the budget constraint: MU 1 = u x 1 = x and MU = u x = x 1 3x 1 + x = 4 () where the budget constraint is tangent to an indifference curve: p 1 p = MU 1 MU 3 = x x 1 (iii) From the tangency condition: 3x 1 = x Substituting this into the budget constraint: x + x = 4 x = 6 and hence x 1 = 4 The consumer s optimal choice is 4 units of good 1 and 6 units of good 1 Method : Use the Constraint to Substitute for one of the Variables If you did A-level maths, this may seem to be the obvious way to solve this type of problem However it often gives messy equations and is rarely used in economic problems because it doesn t give much economic insight Consider the example above: max x 1 x subject to 3x 1 + x = 4 x 1,x From the constraint, x = 1 3x 1 By substituting this into the objective function, we can write the problem as: ( ) max 1x 1 3x 1 x 1

3 9 CONSTRAINED OPTIMISATION 155 So, we have transformed it into an unconstrained optimisation problem in one variable The first-order condition is: 1 3x 1 = 0 x 1 = 4 Substituting back into the equation for x we find, as before, that x = 6 It can easily be checked that the second-order condition is satisfied 13 The Most General Method: The Method of Lagrange Multipliers This method is important because it can be used for a wide range of constrained optimisation problems For the consumer problem: max u(x 1, x ) subject to p 1 x 1 + p x = m x 1,x (1) Write down the Lagrangian function: L(x 1, x, λ) = u(x 1, x ) λ(p 1 x 1 + p x m) λ is a new variable, which we introduce to help solve the problem It is called a Lagrange Multiplier () Write down the first-order conditions: L x 1 = 0 L x = 0 L λ = 0 (3) Solve the first-order conditions to find x 1 and x Provided that the utility function is well-behaved (increasing in x 1 and x with strictly convex indifference curves) then the values of x 1 and x that you obtain by this procedure will be the optimum bundle 1 Examples 1: A consumer has utility function u(x 1, x ) = x 1 x The prices of the two goods are p 1 = 3 and p =, and her income is m = 4 Use the Lagrangian method to find how much of each good she will she consume (i) The consumer s problem is, as before: max x 1 x subject to 3x 1 + x = 4 x 1,x Again, since the utility function is Cobb-Douglas, it is well-behaved (ii) The Lagrangian function is: L(x 1, x, λ) = x 1 x λ(3x 1 + x 4) 1 In this Workbook we will simply use the Lagrangian method, without explaining why it works For some explanation, see Anthony & Biggs section 1

4 156 9 CONSTRAINED OPTIMISATION (iii) First-order conditions: L = x 3λ x 1 x = 3λ L = x 1 λ x x 1 = λ L λ = (3x 1 + x 4) 3x 1 + x = 4 (iv) Eliminating λ from the first two equations gives: 3x 1 = x Substituting for x 1 in the third equation: x + x = 4 x = 6 and hence x 1 = 4 Thus we find (again) that the optimal bundle is 4 units of good 1 and 6 of good 14 Some Useful Tricks 141 Solving the Lagrangian first-order conditions In the example above, the first two equations of the first-order conditions are: x = 3λ x 1 = λ There are several (easy) ways to eliminate λ to obtain 3x 1 = x But one way, which is particularly useful in Lagrangian problems when the equations are more complicated, is to divide the two equations, so that λ cancels out: x = 3λ x 1 λ x x 1 = 3 Whenever you have two equations: A = B C = D where A, B, C and D are non-zero algebraic expressions, you can write: A C = B D 14 Transforming the objective function Remember from Chapter 7 that if preferences are represented by a utility function u(x 1, x ), and f is an increasing function, then f(u) represents the same preference ordering Sometimes we can use this to reduce the algebra needed to solve a problem Suppose we want to solve: max x 3 4 x 1,x 1 x 1 4 subject to 3x 1 + x = 4 Preferences are represented by a Cobb-Douglas utility function u = x x 1 4, so they could equivalently be represented by: You can check that solving the problem: ln u = 3 4 ln x ln x or 4 ln u = 3 ln x 1 + ln x max 3 ln x 1 + ln x subject to 3x 1 + x = 4 x 1,x gives exactly the same answer as the original problem, but that the equations are simpler

5 9 CONSTRAINED OPTIMISATION Well-Behaved Utility Functions We have seen that for the optimisation methods described above to work, it is important that the utility function is well-behaved: increasing, with strictly convex indifference curves Two examples of well-behaved utility functions are: The Cobb-Douglas Utility Function The Logarithmic Utility Function u(x 1, x ) = x a 1x b u(x 1, x ) = a ln x 1 + b ln x (We know from Chapter 7 that the Cobb-Douglas function is well-behaved The logarithmic function is a monotonic increasing transformation of the Cobb-Douglas, so it represents the same preferences and is also well-behaved) Two other useful forms of utility function are: The CES Utility Function ( ) u(x 1, x ) = ax ρ 1 + bx ρ 1 ρ where a and b are positive parameters, and ρ is a parameter greater than 1 The Quasi-Linear Utility Function u(x 1, x ) = v(x 1 ) + x where v(x 1 ) is any increasing concave function Both of these are well-behaved To prove it, you can show that: - the function is increasing, by showing that the marginal utilities are positive - the indifference curves are convex as we did for the Cobb-Douglas case (Chapter 7 section 4) by showing that the MRS gets less negative as you move along an indifference curve Exercises 91: Consumer Choice (1) Use Method 1 to find the optimum consumption bundle for a consumer with utility function u(x, y) = x y and income m = 30, when the prices of the goods are p x = 4 and p y = 5 Check that you get the same answers by the Lagrangian method () A consumer has a weekly income of 6 (after paying for essentials), which she spends on restaurant Meals and Books Her utility function is u(m, B) = 3M 1 +B, and the prices are p M = 6 and p B = 4 Use the Lagrangian method to find her optimal consumption bundle (3) Use the trick of transforming the objective function (section 14) to solve: max x 1,x x x 1 4 subject to 3x 1 + x = 4 Further Reading and Exercises Varian Intermediate Microeconomics, Chapter 5, covers the economic theory of Consumer Choice The Appendix to Chapter 5 explains the same three methods for solving choice problems that we have used in this section Jacques 55 and 56 Anthony & Biggs 1,, and 3 Constant Elasticity of Substitution this refers to another property of the function

6 158 9 CONSTRAINED OPTIMISATION Cost Minimisation Consider a competitive firm with production function F (K, L) Suppose that the wage rate is w, and the rental rate for capital is r Suppose that the firm wants to produce a particular amount of output y 0 at minimum cost How much labour and capital should it employ? The firm s optimisation problem is: min K,L (rk + wl) subject to F (K, L) = y 0 The objective function is rk + wl The choice variables are K and L The constraint is F (K, L) = y 0 We can use the same three methods here as for the consumer choice problem, but we will ignore method because it is generally less useful 1 Method 1: Draw a Diagram and Think About the Economics K Draw the isoquant of the production function representing combinations of K and L that can be used to produce output y 0 (See Chapter 7) The slope of the isoquant is: MRT S = MP L MP K Draw the isocost lines where rk + wl = constant P F (K, L) = y 0 L The slope of the isocost lines is: w r Provided the isoquant is convex, the lowest cost is achieved at the point P where an isocost line is tangent to the isoquant Hence we can find the point P : (1) It is on the isoquant: F (K, L) = y 0 () where the slope of the isocost lines equals the slope of the isoquant: w r = MP L MP K This gives us two equations that we can solve to find K and L Examples 1: If the production function is F (K, L) = K 1 3 L 3, the wage rate is 5, and the rental rate of capital is 0, what is the minimum cost of producing 40 units of output? (i) The problem is: min (0K + 5L) subject to K 1 3 L 3 = 40 K,L

7 9 CONSTRAINED OPTIMISATION 159 The production function F (K, L) = K 1 3 L 3 is Cobb-Douglas, so the isoquant is convex The marginal products are: MP K = F K = 1 3 K 3 L 3 and MP L = F L = 3 K 1 3 L 1 3 (ii) The optimal choice of inputs: (1) is on the isoquant: K 1 3 L 3 = 40 () where an isocost line is tangent to it: w r 5 0 = MP L MP K 3 = K 1 3 L K 3 L = K L (iii) From the tangency condition: L = 8K Substituting this into the isoquant: K 1 3 (8K) 3 = 40 K = 10 and hence L = 80 (iv) With this optimal choice of K and L, the cost is: 0K +5L = = 600 The Method of Lagrange Multipliers For the cost minimisation problem, the method is analagous to the one for consumer choice: min K,L (rk + wl) subject to F (K, L) = y 0 (1) Write down the Lagrangian function: L(K, L, λ) = rk + wl λ(f (K, L) y 0 ) () Write down the first-order conditions: L K = 0, L L = 0, L λ = 0 (3) Solve the first-order conditions to find K and L Provided that the isoquants are convex, this procedure obtains the optimal values of K and L Examples : If the production function is F (K, L) = K 1 3 L 3, the wage rate is 5, and the rental rate of capital is 0, use the Lagrangian method to find the minimum cost of producing 40 units of output (i) The problem is, as before: min (0K + 5L) subject to K 1 3 L 3 = 40 K,L and since the production function is Cobb-Douglas, the isoquant is convex (ii) The Lagrangian function is: L(K, L, λ) = 0K + 5L λ(k 1 3 L 3 40)

8 160 9 CONSTRAINED OPTIMISATION (iii) First-order conditions: L K = λk 3 L 3 60 = λk 3 L 3 L L = 5 3 λk 1 3 L = λk 1 3 L 1 3 L λ = (K 1 3 L 3 40) K 1 3 L 3 = 40 (iv) Dividing the first two equations to eliminate λ: = K 3 L 3 which simplifies to K 1 3 L 1 3 Substituting for L in the third equation: L = 8K K 1 3 (8K) 3 = 40 K = 10 and hence L = 80 (v) Thus, as before, the optimal choice is 10 units of capital and 80 of labour, which means that the cost is 600 Exercises 9: Cost Minimisation (1) A firm has production function F (K, L) = 5K 04 L The wage rate is w = 10 and the rental rate of capital is r = 1 Use Method 1 to determine how much labour and capital the firm should employ if it wants to produce 300 units of output What is the total cost of doing so? Check that you get the same answer by the Lagrangian method () A firm has production function F (K, L) = 30(K 1 + L 1 ) 1 Use the Lagrangian method to find how much labour and capital it should employ to produce 70 units of output, if the wage rate is 8 and the rental rate of capital is Note: the production function is CES, so has convex isoquants Further Reading and Exercises Jacques 55 and 56 Anthony & Biggs 11, 1 and 13 Varian Intermediate Microeconomics, Chapter 0, covers the economics of Cost Minimisation

9 9 CONSTRAINED OPTIMISATION The Method of Lagrange Multipliers To try to solve any problem of the form: max F (x 1, x ) x 1,x subject to g(x 1, x ) = c or: min F (x 1, x ) x 1,x subject to g(x 1, x ) = c you can write down the Lagrangian: L(x 1, x, λ) = F (x 1, x ) λ(g(x 1, x ) c) and look for a solution of the three first-order conditions: L L L = 0, = 0, x 1 x λ = 0 Note that the condition L λ 31 Max or Min? = 0 always gives you the constraint But if you find a solution to the Lagrangian first-order conditions, how do you know whether it is a maximum or a minimum? And what if there are several solutions? The answer is that in general you need to look at the second-order conditions, but unfortunately the SOCs for constrained optimisation problems are complicated to write down, so will not be covered in this Workbook However, when we apply the method to economic problems, we can often manage without second-order conditions Instead, we think about the shapes of the objective function and the constraint, and find that either it is the type of problem in which the objective function can only have a maximum, or that it is a problem that can only have a minimum In such cases, the method of Lagrange multipliers will give the required solution If you look back at the examples in the previous two sections, you can see that the Lagrangian method gives you just the same equations as you get when you draw a diagram and think about the economics what the method does is to find tangency points But when you have a problem in which either the objective function or constraint doesn t have the standard economic properties of convex indifference curves or isoquants you cannot rely on the Lagrangian method, because a tangency point that it finds may not be the required maximum or minimum Examples 31: Standard and non-standard problems (i) If the utility function is well-behaved (increasing, with convex indifference curves) the problem: max x 1,x u(x 1, x ) subject to p 1 x 1 + p x = m can be solved by the Lagrangian method (ii) If the production function has convex isoquants the problem: min K,L (rk + wl) subject to F (K, L) = y 0 can be solved by the Lagrangian method

10 16 9 CONSTRAINED OPTIMISATION (iii) Consider a consumer choice problem with concave indifference curves: where u(x 1, x ) = x 1 + x x 5 max u(x 1, x ) subject to 5x 1 + 4x = 0 x 1,x P 4 x 1 The tangency point P is the point on the budget constraint where utility is minimised Assuming that the amounts x 1 and x cannot be negative, the point on the budget constraint where utility is maximised is x 1 = 0, x = 5 If we write the Lagrangian: L(x 1, x, λ) = x 1 + x λ(5x 1 + 4x 0) the first-order conditions are: x 1 = 5λ, x = 4λ, 5x 1 + 4x = 0 Solving, we obtain x 1 = 44, x = 195 The Lagrangian method has found the tangency point P, which is where utility is minimised 3 The Interpretation of the Lagrange Multiplier In the examples of the Lagrangian method so far, we did not bother to calculate the value of λ satisfying the first-order conditions we simply eliminated it and solved for the choice variables However, this value does have a meaning In an optimisation problem with objective function F (x, y) and constraint g(x, y) = c, let F be the value of the objective function at the optimum The value of the Lagrange multipler λ indicates how much F would increase if there were a small increase in c: λ = df dc This means, for example, that for the cost minimisation problem: min(rk + wl) subject to F (K, L) = y K,L the Lagrange multiplier tells us how much the cost would increase if there were a small increase in the amount of output to be produced that is, the marginal cost of output We will prove this result using differentials (see Chapter 7) The Lagrangian is: and the first-order conditions are: L = rk + wl λ(f (K, L) y) r = λf K w = λf L F (K, L) = y

11 9 CONSTRAINED OPTIMISATION 163 These equations can be solved to find the optimum values of capital K and labour L, and the Lagrange multiplier λ The cost is then C = rk + wl K, L and C all depend on the the level of output to be produced, y Suppose there is small change in this amount, dy This will lead to small changes in the optimal factor choices and the cost, dk, dl, and dc We can work out how big the change in cost will be: First, taking the differential of the constraint F (K, L ) = y: dy = F K dk + F L dl then, taking the differential of the cost C = rk + wl and using the first-order conditions: dc = rdk + wdl dc dy = λ F K dk + λ F L dl = λ dy = λ So the value of the Lagrange multiplier tells us the marginal cost of output Similarly for utility maximisation: max u(x 1, x ) subject to p 1 x 1 + p x = m x 1,x the Lagrange multiplier gives the value of du dm, which is the marginal utility of income This, and the general result in the box above, can be proved in the same way Examples 3: The Lagrange Multiplier In Examples, for the production function F (K, L) = K 1 3 L 3, with wage rate 5 and rental rate of capital 0, we found the minimum cost of producing 40 units of output The Lagrangian and first-order conditions were: L(K, L, λ) = 0K + 5L λ(k 1 3 L 3 40) 60 = λk 3 L 3 15 = λk 1 3 L 1 3 K 1 3 L 3 = 40 Solving these we found the optimal choice K = 10, L = 80, with total cost 600 Substituting these values of K and L back into the first first-order condition: 60 = λ λ = 15 Hence the firm s marginal cost is 15 So we can say that producing 41 units of output would cost approximately 615 (In fact, in this example, marginal cost is constant: the value of λ does not depend on the number of units of output)

12 164 9 CONSTRAINED OPTIMISATION 33 Problems with More Variables and Constraints The Lagrangian method can be generalised in an obvious way to solve problems in which there are more variables and several constraints For example, to solve the problem: max x 1,x,x 3,x 4 F (x 1, x, x 3, x 4 ) subject to g 1 (x 1, x, x 3, x 4 ) = c 1 and g (x 1, x, x 3, x 4 ) = c the Lagrangian would be: L(x 1, x, x 3, x 4, λ 1, λ ) = F (x 1, x, x 3, x 4 ) λ 1 (g 1 (x 1, x, x 3, x 4 ) c 1 ) λ (g (x 1, x, x 3, x 4 ) c ) giving six first-order conditions to solve for the optimal choice Exercises 93: The Method of Lagrange Multipliers (1) Find the Lagrange Multiplier and hence the marginal cost of the firm in Exercises 9, Question () Find the optimum consumption bundle for a consumer with utility u = x 1 x x 3 and income 36, when the prices of the goods are p 1 = 1, p = 6, p 3 = 10 (3) A consumer with utility function u(x 1, x ) has income m = 1, and the prices of the goods are p 1 = 3 and p = For each of the following cases, decide whether the utility function is well-behaved, and determine the optimal choices: (a) u = x 1 + x (b) u = 3x /3 1 + x (c) u = min(x 1, x ) (4) A firm has production function F (K, L) = 1 ( 4 K 1/ + L 1/) The wage rate is w = 1 and the rental rate of capital is r = 3 (a) How much capital and labour should the firm employ to produce y units of output? (b) Hence find the cost of producing y units of output (the firm s cost function) (c) Differentiate the cost function to find the marginal cost, and verify that it is equal to the value of the Lagrange multiplier (5) By following similar steps to those we used for the cost minimisation problem in section 3 prove that for the utility maximisation problem: max u(x 1, x ) subject to p 1 x 1 + p x = m x 1,x the Lagrange multiplier is equal to the marginal utility of income Further Reading and Exercises Anthony & Biggs Chapter gives a general formulation of the Lagrangian method, going beyond what we have covered here

13 9 CONSTRAINED OPTIMISATION Some More Examples of Constrained Optimisation Problems in Economics 41 Production Possibilities Robinson Crusoe spends his 8 hour working day either fishing or looking for coconuts If he spends t hours fishing and s hours looking for coconuts he will catch f(t) = t 1 fish and find c(s) = 3s 1 coconuts Crusoe s utility function is u = ln f + ln c The optimal pattern of production in this economy is the point on the production possibility frontier (ppf) where Crusoe s utility is maximised The time taken to catch f fish is t = f, and the time take to find c coconuts is s = ( c 3) Since he has 8 hours in total, the ppf is given by: ( c ) f + = 8 3 To find the optimal point on the ppf we have to solve the problem: ( c ) max (ln c + ln f) subject to f + = 8 c,f 3 Note that the ppf is concave, and the utility function is well-behaved (it is the log of a Cobb-Douglas) Hence the optimum is a tangency point, which we could find either by the Lagrangian method, or using the condition that the marginal rate of substitution must be equal to the marginal rate of transformation see the similar problem on Worksheet 7 4 Consumption and Saving A consumer lives for two periods (work and retirement) His income is 100 in the first period, and zero in the second The interest rate is 5% His lifetime utility is given by: U(c 1, c ) = c c 1 If he consumes c 1 in the first period he will save (100 c 1 ) So when he is retired he can consume: c = 105(100 c 1 ) This is his lifetime budget constraint Rearranging, it can be written: c 1 + c 105 = 100 Hence the consumer s optimisation problem is: ) (c c 1 max c 1,c which can be solved using the Lagrangian: L(c 1, c, λ) = c c 1 λ subject to c 1 + c 105 = 100 ( c 1 + c ) to determine the optimal consumption and saving plan for the consumer s lifetime

14 166 9 CONSTRAINED OPTIMISATION 43 Labour Supply A consumer has utility U(C, R) = 3 ln C + ln R where C is her amount of consumption, and R is the number of hours of leisure (relaxation) she takes each day The hourly wage rate is w = 4 (measured in units of consumption) She has a non-labour income m = 8 (consumption units) She needs 10 hours per day for eating and sleeping; in the remainder she can work or take leisure Suppose that we want to know her labour supply how many hours she chooses to work First we need to know the budget constraint If she takes R units of leisure, she will work for 14 R hours, and hence earn 4(14 R) Then she will be able to consume: C = 4(14 R) + 8 units of consumption This is the budget constraint Rearranging, we can write it as: So we need to solve the problem: C + 4R = 64 max (3 ln C + ln R) subject to C + 4R = 64 C,R to find the optimal choice of leisure R, and hence the number of hours of work Exercises 94: More Constrained Optimisation Problems Complete the solution of each of three problems discussed in this section

15 9 CONSTRAINED OPTIMISATION Determining Demand Functions 51 Consumer Demand In the consumer choice problems in section 1 we determined the optimal consumption bundle, given the utility function and particular values for the prices of the goods, and income If we solve the same problem for general values p 1, p, and m, we can determine the consumer s demands for the goods as a function of prices and income: x 1 = x 1 (p 1, p, m) and x = x (p 1, p, m) Examples 51: A consumer with a fixed income m has utility function u(x 1, x ) = x 1 x3 If the prices of the goods are p 1 and p, find the consumer s demand functions for the two goods The optimisation problem is: max x x 1,x 1x 3 subject to p 1 x 1 + p x = m The Lagrangian is: L(x 1, x, λ) = x 1x 3 λ (p 1 x 1 + p x m) Differentiating to obtain the first-order conditions: x 1 x 3 = λp 1 3x 1x = λp p 1 x 1 + p x = m Dividing the first two equations: x = p 1 x = 3p 1x 1 3x 1 p p Substituting into the budget constraint we find: p 1 x 1 + 3p 1x 1 = m x 1 = m 5p 1 and hence x = 3m 5p These are the consumer s demand functions Demand for each good is an increasing function of income and a decreasing function of the price of the good 5 Cobb-Douglas Utility Note that in Examples 51, the consumer spends 5 of his income on good 1 and 3 5 on good : p 1 x 1 = 5 m and p x = 3 5 m This is an example of a general result for Cobb-Douglas Utility functions: A consumer with Cobb-Douglas utility: u(x 1, x ) = x a 1 xb spends a constant fraction of income on each good: p 1 x 1 = a a+b m and p x = b a+b m

16 168 9 CONSTRAINED OPTIMISATION You could prove this by re-doing example 51 using the more general utility function u(x 1, x ) = x a 1 xb This result means that with Cobb-Douglas utility a consumer s demand for one good does not depend on the price of the other good 53 Factor Demands Similarly, if we solve the firm s cost minimisation problem: min K,L (rk + wl) subject to F (K, L) = y 0 for general values of the factor prices r and w, and the output y 0, we can find the firm s Conditional Factor Demands (see Varian Chapter 0) that is, its demand for each factor as a function of output and factor prices: K = K(y 0, r, w) and L = L(y 0, r, w) From these we can obtain the firm s cost function: C(y, r, w) = rk(y, r, w) + wl(y, r, w) Exercises 95: Determining Demand Functions (1) A consumer has an income of y, which she spends on Meals and Books Her utility function is u(m, B) = 3M 1 +B, and the prices are p M and p B Use the Lagrangian method to find her demand functions for the two goods () Find the conditional factor demand functions for a firm with production function F (K, L) = KL If the wage rate and the rental rate for capital are both equal to 4, what is the firm s cost function C(y)? (3) Prove that a consumer with Cobb-Douglas utility spends a constant fraction of income on each good Further Reading and Exercises Anthony & Biggs 13 and 4 Varian Intermediate Microeconomics, Chapters 5 and 6 (including Appendices) for consumer demand, and Chapter 0 (including Appendix) for conditional factor demands and cost functions

17 9 CONSTRAINED OPTIMISATION 169 Solutions to Exercises in Chapter 9 Exercises 91: (1) MU x = xy, MU y = x xy Tangency Condition: = 4 x 5 y = 5 x Budget Constraint: 4x + 5y = 30 6x = 30 x ) = 5, y = () max (3M 1 + B st 6M + 4B = 6 M,B ) L = (3M 1 + B λ(6m + 4B 6) 3 M 1 = 6λ, 1 = 4λ, 6M + 4B = 6 Eliminate λ M = 1 Then bc 6 + 4B = 6 B = 5 (3) L = (3 ln x 1 + ln x ) λ(3x 1 + x 4) 3 1 x 1 = 3λ, x = λ, 3x 1 + x = 4 Solving x = 3, x 1 = 6 Exercises 9: (1) min (1K + 10L) st K,L 5K04 L = 300 MP L = 5K 04, MP K = K 06 L Tangency: 10 1 = 5K04 K 06 L L = 3K Isoquant: 5K 04 L = K 14 = 300 K = (0) 1 14 = 850, L = 550 Cost=1K + 10L = 357 () min (8L + K) st 30 K,L L 1 = 70 + K 1 ( ) 3 L = (8L + K) λ 7 L 1 +K 1 3λ 3λ 8 =, = L (L 1 +K 1 ) K (L 1 +K 1 ) Eliminate λ K = L Substitute in: 3 = 7 L = 35, K = 7 L 1 +K 1 Exercises 93: (1) From nd FOC in previous question: 3λ = K (L 1 + K 1 ) Substituting L = 35, K = 7 λ = 06 () max x 1 x x 3 st x 1 + 6x + 10x 3 = 36 x 1,x,x 3 L = x 1 x x 3 λ(x 1 + 6x + 10x 3 36) (i) x x 3 = λ, (ii) x 1 x 3 = 6λ, (iii) x 1 x = 10λ, (iv) x 1 +6x +10x 3 = 36 Solving: (i) and (iii) x 1 = 10x 3, and (ii) and (iii) x = 5 3 x 3 Substituting in (iv): 30x 3 = 36 x 3 = 1, x 1 = 1 and x = (3) (a) No Perfect substitutes: u is linear, not strictly convex Consumer buys good only as it is cheaper: x 1 = 0, x = 6 (b) Yes Quasi-linear; x /3 1 is concave L = (6x /3 1 + x ) λ(3x 1 + x 1) x 1/3 1 = 3λ, 1 = λ, and 3x 1 + x = 1 Eliminating λ x 1/3 1 = 3 x 1/3 1 = 4 3 x 1 = 37 and from budget constraint: x = 1 x = 45 (c) No Perfect complements Optimum is on the budget constraint where x 1 = x : 3x 1 + x = 1 and x 1 = x x 1 = x = 4 (4) (a) L = 3K+L λ ( ( 1 4 L 1/ + K 1/) y ) 4 = λk 1/, 8 = λl 1/ and L 1/ + K 1/ = 4y Solving: K = y, L = 9y (b) C = 3K + L = 1y (c) C = 4y From foc λ = 4K 1/ = 4y (5) L = u(x 1, x ) λ(p 1 x 1 + p x m) focs: u 1 =λp 1, u =λp, p 1 x 1 + p x =m Constraint: dm = p 1 dx 1 + p dx Utility: du = u 1 dx 1 + u dx = λp 1 dx 1 + λp dx = λdm du dm = λ Exercises 94: (1) L = (ln c + ln f) λ ( ( ) c f + 8 3) 1 f = λf, 1 c = λc 9, f + ( c 3) = 8 Solving f =, c = 6 () 05c 1 1 =λ, 045c 1 = λ 105, c 1 + c 105 = 100 Elim λ c =893c 1 so c c 1=100 c 1 = 5404, c = 486 (3) 3 = λ, 1 R = 4λ, C + 4R = 64 Solving: C = 1R, R = 4, C = 48, 10 hrs work Exercises 95: (1) L = (3M 1/ +B) λ(p M M +p B B y) 3 M 1 = λp M, 1 = λp B, p M M+p B B = y Solving for the demand functions: M = 5p B /p M, B = y/p B 5p B /p M

18 170 9 CONSTRAINED OPTIMISATION () L = (rk + wl) λ(kl y) w = λk, r = λl and KL = y Solving: L = ry w, K = wy r, C(y, 4, 4) = 8 y (3) L = x a 1x b λ(p 1 x 1 + p x m) ax1 a 1 x b = λp 1, bx a 1 xb 1 = λp and p 1 x 1 + p x = m Elim λ ax bx 1 = p 1 p Subst in bc: p 1 x 1 + b a p 1x 1 = m p 1 x 1 = a a+b m, p x = b a+b m 3 This Version of Workbook Chapter 9: September 15, 003

19 9 CONSTRAINED OPTIMISATION 171 Worksheet 9: Constrained Optimisation Problems Quick Questions (1) A consumer has utility function u(x 1, x ) = ln x ln x, and income m = 50 The prices of the two goods are p 1 = p = 1 Use the MRS condition to determine his consumption of the two goods How will consumption change if the price of good 1 doubles? Comment on this result () Repeat the first part of question 1 using the Lagrangian method and hence determine the marginal utility of income (3) Is the utility function u(x 1, x ) = x + 3x 1 well-behaved? Explain your answer (4) A firm has production function F (K, L) = 8KL The wage rate is and the rental rate of capital is 1 The firm wants to produce output y (a) What is the firm s cost minimisation problem? (b) Use the Lagrangian method to calculate its demands for labour and capital, in terms of output, y (c) Evaluate the Lagrange multiplier and hence determine the firm s marginal cost (d) What is the firm s cost function C(y)? (e) Check that you obtain the same expression for marginal cost by differentiating the cost function Longer Questions (1) A rich student, addicted to video games, has a utility function given by U = S 1 N 1, where S is the number of Sega brand games he owns and N is the number of Nintendo brand games he possesses (he owns machines that will allow him to play games of either brand) Sega games cost 16 each and Nintendo games cost 36 each The student has disposable income of, 880 after he has paid his battels, and no other interests in life (a) What is his utility level, assuming he is rational? (b) Sega, realizing that their games are underpriced compared to Nintendo, raise the price of their games to 36 as well By how much must the student s father raise his son s allowance to maintain his utility at the original level? (c) Comment on your answer to (b) () George is a graduate student and he divides his working week between working on his research project and teaching classes in mathematics for economists He estimates that his utility function for earning W by teaching classes and spending R hours on his research is: u (W, R) = W R 4 He is paid 16 per hour for teaching and works for a total of 40 hours each week How should he divide his time between teaching and research in order to maximize his utility? (3) Maggie likes to consume goods and to take leisure time each day Her utility function is given by U = CH C+H where C is the quantity of goods consumed per day and H is

20 17 9 CONSTRAINED OPTIMISATION the number of hours spent at leisure each day In order to finance her consumption bundle Maggie works 4 H hours per day The price of consumer goods is 1 and the wage rate is 9 per hour (a) By showing that it is a CES function, or otherwise, check that the utility function is well-behaved (b) Using the Lagrangian method, find how many hours Maggie will work per day (c) The government decides to impose an income tax at a rate of 50% on all income How many hours will Maggie work now? What is her utility level? How much tax does she pay per day? (d) An economist advises the government that instead of setting an income tax it would be better to charge Maggie a lump-sum tax equal to the payment she would make if she were subject to the 50% income tax How many hours will Maggie work now, when the income tax is replaced by a lump-sum tax yielding an equal amount? Compare Maggie s utility under the lump-sum tax regime with that under the income tax regime (4) A consumer purchases two good in quantities x 1 and x ; the prices of the goods are p 1 and p respectively The consumer has a total income I available to spend on the two goods Suppose that the consumer s preferences are represented by the utility function u (x 1, x ) = x x 1 3 (a) Calculate the consumer s demands for the two goods (b) Find the own-price elasticity of demand for good 1, p 1 x 1 x 1 p 1 Show that if p 1 = p, then this elasticity is 5 4 (c) Find the cross-price elasticity p x 1 x 1 p when p 1 = p (5) There are two individuals, A and B, in an economy Each derives utility from his consumption, C, and the fraction of his time spent on leisure, l, according to the utility function: U = ln(c) + ln(l) However, A is made very unhappy if B s consumption falls below 1 unit, and he makes a transfer, G, to ensure that it does not B has no concern for A A faces a wage rate of 10 per period, and B a wage rate of 1 per period (a) For what fraction of the time does each work, and how large is the transfer G? (b) Suppose A is able to insist that B does not reduce his labour supply when he receives the transfer How large should it be then, and how long should A work?

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