Motivating linear algebra for economics students?

12.8k Views Asked by At

I'm a tutor for the introductory linear algebra course at my school; this course is required for most upper division economics classes, so a lot of my tutees are economics majors.

This is a typical linear algebra course that focuses on things like linear dependence, subspaces, eigenvalues, etc. and does not spend time on "practical applications". As a result, a lot of the economics students have no idea why they should be taking the course. Since I don't know the first thing about economics, I also have no idea why they should be taking the course.

Is it possible to convince economics students that linear algebra is important for their field? More precisely:

Are there any motivating examples where linear algebra is used in economics?

5

There are 5 best solutions below

1
On

Keeping aside the fact that working with vectors and matrices is handy in advanced courses, the most used application is probably ODEs and dynamics. Economists are obsessed with steady states and they want them to be (asymptotically) stable in their models: think of determining stability based on eigenvalues or solving linear ODEs.

Second, students are for sure going to need linear algebra in econometrics. OLS requires linear independence of the regressors and there are even (advanced) tests based on eigenvalues, etc.

0
On

A standard example is the Leontief input-output model, see http://en.wikipedia.org/wiki/Input-output_model

3
On

Why are they studying economics? Answer that, and you'll be well on your way to the answer to your question.

They may well be doing it to raise their expected incomes (typically; not in every case, but typically).

So, now the question is: can you find evidence that knowing linear algebra will increase their expected incomes? Have a look at some job ads for econometricians, financial modellers, quant analysts in financial centres; jobs where having a good handle on linear algebra and optimisation are essential. You should be seeing salaries a long way above the norm.

So there's your answer - appeal to the economist in each of them. Do it right, and you might even be able to shoehorn the motivation into the explanation of a basic model: create an equation to predict their future salary, and add some variables, one of which is knowledge of linear algebra. [edit:] I think a linear regression model of their future salaries would be a good way to introduce them to the application of maths to economics, and a good way to motivate them, at the same time [end edit]

So you'll use linear algebra to show them the economic benefits of learning linear algebra.

0
On

In linear regression linear algebra is used to determine the coeffecients of the predictor equation from the data. Linear regression is the backbone of econometrics.

In modern Portfolio Theory the optimal portfolio is defined in terms of the covariance matrix of asset returns, and the expected volatility of the portfolio is a quadratic form.

Given a matrix showing how each of $n$ sectors depends on resources from the others, the intermediate consumption and demand of each sector is expressed by solving a system of linear equations (i.e. inverting a matrix).

Apart from these examples, I use linear algebra every day at work - I work in high frequency trading for an investment bank. So it's clearly relevant, at least for some people, some of the time.

0
On

As already mentioned, the most important use of linear algebra for economists is for dealing with linear econometric models. For a sound geometric understanding of them, students should ideally learn about orthogonal projections. Excellent introductions to the geometry of least squares estimation can be found in the first chapters of An Introduction to Classical Econometric Theory by Paul A. Ruud and Econometric Theory and Methods by Russell Davidson.

The second main use of linear algebra for economics students is as a foundation for multivariate calculus and optimization.

There are of course many other uses of linear algebra. David Gale has written a beautiful book on The Theory of Linear Economic Models. But if you go dow that road, you will also have to motivate the point of simplifying mathematical models in economics too. Otherwise, you might alienate the students even more. I'm not sure this is a good investment of time for such a course.

Lastly, even economics students will think that PageRank is fun.