Lagrange Production
1. Problem 1: Maximize production given budget constraints.
1.1 The production function is $$N(x,y) = 10 x^{0.6} y^{0.4}$$ where $x$ is labor units and $y$ is capital units.
1.2 The budget constraint for part (a) is given by the total cost of labor and capital: $$30x + 60y = 300000$$.
1.3 Form the Lagrangian function:
$$\mathcal{L}(x,y,\lambda) = 10 x^{0.6} y^{0.4} - \lambda (30x + 60y - 300000)$$.
1.4 Take partial derivatives and set them to zero:
$$\frac{\partial \mathcal{L}}{\partial x} = 6 x^{-0.4} y^{0.4} - 30 \lambda = 0$$
$$\frac{\partial \mathcal{L}}{\partial y} = 4 x^{0.6} y^{-0.6} - 60 \lambda = 0$$
$$\frac{\partial \mathcal{L}}{\partial \lambda} = 30x + 60y - 300000 = 0$$
1.5 From the first two equations, express $\lambda$:
$$\lambda = \frac{6 x^{-0.4} y^{0.4}}{30} = \frac{4 x^{0.6} y^{-0.6}}{60}$$
Simplify:
$$\frac{6 x^{-0.4} y^{0.4}}{30} = \frac{4 x^{0.6} y^{-0.6}}{60}$$
Multiply both sides by denominators:
$$6 x^{-0.4} y^{0.4} \times 60 = 4 x^{0.6} y^{-0.6} \times 30$$
$$360 x^{-0.4} y^{0.4} = 120 x^{0.6} y^{-0.6}$$
Divide by 120:
$$3 x^{-0.4} y^{0.4} = x^{0.6} y^{-0.6}$$
Rewrite powers:
$$3 = x^{0.6 + 0.4} y^{-0.6 - 0.4} = x^{1.0} y^{-1.0} = \frac{x}{y}$$
So,
$$\frac{x}{y} = 3 \Rightarrow x = 3y$$
1.6 Substitute into budget constraint:
$$30(3y) + 60y = 300000$$
$$90y + 60y = 300000$$
$$150y = 300000$$
$$y = 2000$$
Therefore,
$$x = 3 \times 2000 = 6000$$
1.7 Calculate maximum production:
$$N(6000, 2000) = 10 \times 6000^{0.6} \times 2000^{0.4}$$
Calculate powers:
$$6000^{0.6} = e^{0.6 \ln 6000}, 2000^{0.4} = e^{0.4 \ln 2000}$$
Using approximate logs:
$\ln 6000 \approx 8.6995$, $\ln 2000 \approx 7.6009$
$$6000^{0.6} \approx e^{5.2197} \approx 185.59$$
$$2000^{0.4} \approx e^{3.04} \approx 20.95$$
So maximum production:
$$N \approx 10 \times 185.59 \times 20.95 = 38884.81$$
2. Problem 1(b): Find marginal productivity of money and estimate increase for extra $80000.
2.1 The Lagrange multiplier $\lambda$ from equations corresponds to the marginal increase in production per additional unit of money spent.
From above:
$$\lambda = \frac{6 x^{-0.4} y^{0.4}}{30} = \frac{6 \times 6000^{-0.4} \times 2000^{0.4}}{30}$$
Calculate powers:
$$6000^{-0.4} = \frac{1}{6000^{0.4}} = e^{-0.4 \times 8.6995} = e^{-3.4798} \approx 0.0308$$
$$2000^{0.4} = 20.95$$
Plug values:
$$\lambda = \frac{6 \times 0.0308 \times 20.95}{30} = \frac{3.871}{30} = 0.129$$
2.2 Marginal productivity of money is approx 0.129 units of production per unit money.
2.3 Increase in production for additional 80000:
$$\Delta N = \lambda \times 80000 = 0.129 \times 80000 = 10320$$
3. Problem 2: Maximize output $N(x,y) = 4xy - 8x$ subject to budget
3.1 Budget constraint:
$$x + y = 60$$ since $x$ and $y$ are in thousands and total budget is 60000.
3.2 Form Lagrangian:
$$\mathcal{L} = 4xy - 8x - \lambda (x + y - 60)$$
3.3 Partial derivatives and zero:
$$\frac{\partial \mathcal{L}}{\partial x} = 4y - 8 - \lambda = 0$$
$$\frac{\partial \mathcal{L}}{\partial y} = 4x - \lambda = 0$$
$$x + y = 60$$
3.4 From derivatives:
$$4y - 8 = \lambda$$
$$4x = \lambda$$
Set equal:
$$4y - 8 = 4x$$
$$4y - 4x = 8$$
$$y - x = 2$$
3.5 Combine with budget:
$$x + y = 60$$
$$y - x = 2$$
Add both:
$$2y = 62 \Rightarrow y = 31$$
Then,
$$x = 60 - 31 = 29$$
3.6 Calculate maximum output:
$$N(29,31) = 4 \times 29 \times 31 - 8 \times 29 = 3596 - 232 = 3364$$
Final answers:
- Problem 1 (a) max production approx 38885 units with $x=6000$, $y=2000$
- Problem 1 (b) marginal productivity of money approx 0.129 units/money unit, increase of 10320 units for extra 80000
- Problem 2 max output 3364 units with $x=29$, $y=31$