Did you know? · Science & Medicine

Harry Markowitz showed how to compute efficient portfolios

Harry Markowitz developed the critical line algorithm, published in 1956, to compute the efficient frontier, the set of portfolios giving the best return for each level of risk.

Person
Harry Markowitz
Lived
1927–2023
Field
Financial economics
From
American

The story

In his 1952 paper "Portfolio Selection", Harry Markowitz showed that investors should choose portfolios by balancing expected return against risk, measured by the variance of returns. Because a portfolio's risk depends on how every pair of assets moves together, he faced a practical problem: how to calculate the best combinations when there are many possible assets to choose from.

In 1952 he joined the RAND Corporation, and shortly afterwards George Dantzig, the inventor of the simplex method of optimisation, joined too. Markowitz later wrote that the techniques he learned from Dantzig, beyond the basic simplex method he had already studied on his own, were clearly reflected in his work on the fast computation of what he called mean-variance frontiers. He developed the critical line algorithm, which identifies the optimal mean-variance portfolios, and published it in 1956. He set it out again in an appendix to his 1959 book.

The Nobel committee explained that in his 1956 essay Markowitz showed how the problem of actually calculating the optimal portfolio could be solved. In technical terms it is a quadratic programming problem, built from the expected returns of the assets, their variances and covariances, and the investor's budget. The committee noted that the model won wide acclaim for its algebraic simplicity and its suitability for practical use.

The result is known as the Markowitz efficient frontier: the set of portfolios that give the highest expected return for each level of risk. When every possible portfolio is plotted on a chart of risk against return, the frontier forms the upper edge of the region, part of a curve sometimes called the Markowitz bullet. A portfolio on the frontier is one where further diversification cannot lower risk without reducing expected return, so an investor need only consider portfolios on that line.

These ideas of efficiency were essential to what came next. In the 1960s William Sharpe and others built on Markowitz's portfolio theory to develop the Capital Asset Pricing Model, a theory of how the prices of financial assets are formed. Sharpe shared the 1990 Nobel Prize with Markowitz and Merton Miller.

Why it matters

The efficient frontier turned portfolio theory into a practical tool that investment managers could actually compute and use.

About Harry Markowitz

Chicago grocer’s son whose 1952 paper ‘Portfolio Selection’ founded modern portfolio theory, the mathematics of diversification behind how the world invests. Nobel 1990.

Read the full profile
Harry Markowitz
1927–2023 · Financial economics
View profile →

More about Harry Markowitz

Sources

Another act of tikkun olam. This is part of tikkun olam, the Jewish idea of repairing the world, and every one of us can add to it.

More in Science & Medicine

On kindness & the treatment of others
“A friend is devoted at all times; a brother is born to share adversity.”
Proverbs 17:17