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Description:Added Leontief input-output analysis content
# Application Leontief input-output analysis

Put content here.## Leontief Input-Output Analysis
⏎
Developed by Wassily Leontief (Nobel Prize, 1973), input-output analysis uses linear algebra to model the interdependencies between different sectors of an economy.
⏎
### The Model
⏎
Consider an economy with n industries. Let:
- **x** = total output vector (n x 1)
- **M** = technology/consumption matrix (n x n), where m_ij is the amount of output from industry i needed to produce one unit of output from industry j
- **d** = final demand vector (n x 1), representing external demand
⏎
The fundamental equation is:
⏎
**x = Mx + d**
⏎
which rearranges to:
⏎
**(I - M)x = d**
⏎
### Solution
⏎
If (I - M) is invertible, the production levels needed to satisfy demand are:
⏎
**x = (I - M)^(-1) d**
⏎
The matrix **(I - M)^(-1)** is called the **Leontief inverse**.
⏎
### Example: Two-Industry Economy
⏎
Suppose an economy has energy (E) and water (W) sectors:
⏎
```
M = [[0.2, 0.1],   d = [10]
     [0.3, 0.2]]        [20]
```
⏎
Then (I - M)x = d gives:
```
[[0.8, -0.1],  [x1]   [10]
 [-0.3, 0.8]]  [x2] = [20]
```
⏎
Solving: x1 approx 16.0, x2 approx 31.0 units of output needed.
⏎
### Applications
⏎
- National economic planning
- Environmental impact analysis
- Supply chain analysis
- Regional economics

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