Inverted Yield Curves and Stock Returns
Time 0 represents the yield curve inversion. Time 1 is the stock return in the first month after an inversion (averaged across seven inversions). Source: Research Affiliates. Data from Kenneth French website, Federal Reserve Bank, St. Louis

Inverted Yield Curves and Stock Returns

The yield curve has been inverted for a full quarter producing a red alert for recession. What does this mean for stock returns? Indeed, since June 30, 2019, the stock market has gone up. I explore what has happened both before and after each of the seven last yield-curve inversions (back to the 1960s). The historical evidence suggests that inversions are, on average, bad news. Many people have reached out to me since my article last week. Let me try to answer some of the new questions: 

If the yield curve is a reliable forecast of a recession, what does that mean for my stock market investments?

Harvey: Recessions are bad for stock returns in two ways. First, recessions are by definition associated with slower economic growth, which is a negative for companies’ cash flows. Second, recessions are times of much uncertainty, and heightened risk is almost always associated with lower stock prices. It is important to realize, however, that the yield curve inversion is just a forecast of a recession.

What is the historical performance of the market before and after inversions?

Harvey: We have not had many inversions (measured as the difference between the U.S. 10-year Treasury bond yield minus the 3-month Treasury bill yield). Since 1968, there have only been seven inversion episodes and each one has been associated with a recession. To illustrate the historical experience, I created an event study. Time zero is the point that the yield curve has inverted for a full quarter. Month 1 represents the average stock return observed in the first month after an inversion. I look at cumulative returns up to three years after the inversion and three years before the inversion. 

Given the positive track record of yield curve inversions in predicting recessions, it is no surprise that market returns are not impressive after inversions. The average excess return (broad market return minus a Treasury bill return) over the first year following an inversion is ?8.7%. Nothing much happens over the next year and the cumulative two-year return is ?7%. The cumulative three-year return is ?8.1%. Notice that before the inversion the cumulative three-year excess return is about +21%.

Should we look at each recession individually or at the average of all recessions?

Harvey: It is important to look at it both ways. It is true that each recession is unique. For example, the global financial crisis was very different from the recession of 1990–91. I have reproduced my event study for each of the last seven inversions—plus the most recent episode. One difference stands out. I have highlighted in red the duration of the yield curve inversion. Technically, the yield curve is inverted at time t ? 3 to t ? 1 too. That is less relevant to investors, however, because we are only interested in what happens after the inversion is observed. 

No alt text provided for this image

Source: Research Affiliates, LLC with data from Kenneth French website and the Federal Reserve Bank, St. Louis.

Notice the large amount of variation. Stock returns were positive following the inversion in the fourth quarter of 1968. Returns were also positive (at least for two- and three-year horizons) after the inversion in the second quarter of 1989. The global financial crisis is also interesting. The yield curve produces a very early signal in the first quarter of 2006. The recession does not officially start until the fourth quarter of 2007, so over the first year the market return was positive, but in the second and third years, we experienced the largest drawdowns of any of the inversions.

How should I position my portfolio?

Harvey: My work can only provide a historical perspective. What happens in the future is always uncertain—especially when it comes to the stock market. Let’s consider a value portfolio, which I represent by the Fama and French HML factor. Its performance before inversions is unimpressive, but after inversions, on average, it provides positive returns.

No alt text provided for this image

Source: Research Affiliates, LLC with data from Kenneth French website and the Federal Reserve Bank, St. Louis.

In the first year, the cumulative return is +9.9%. Holding for two years generates, on average, a return of 12.4% and for three years 19.0%. Also note that the value factor, being a long–short portfolio, has lower volatility than the market excess return (it is about two-thirds as volatile as the market). Similar to the previous analysis, variation occurs across recessions, with value underperforming after the inversion in 1989 Q2. Value had impressive performance, however, following the 1980 Q4 inversion as well as the 2000 Q3 inversion.

Is anything significant? That is, how much confidence should we have in this historical analysis?

Harvey: Stock returns are volatile and it is hard to make statements about statistical significance in such a volatile environment. Further, we really only have seven observations. Nevertheless, the differences between average value returns and market excess returns are economically large. For the one-year returns, value delivers 9.9% compared to the market excess return of ?8.7%; the difference is 18.6%.

Using the 36 monthly stock returns that follow each recession, I form a portfolio that is long the value factor and short the market. I test whether this difference is statistically significant and find that the difference is 1.5 standard deviations. Usually for 95% confidence, we want 2 sigma. This is only 1.5 sigma. With only seven samples, collectively spanning 252 months of data, these results fall a little short of statistical significance, but the economic impact is impressive. I also calculated the three-year average returns after each inversion. I have seven average returns for the market and seven for value. I do a simple difference in means test (allowing for different variances). The result is 1.85 sigma. Again, caution needs to be exercised. Past experience is not always replicated in the future.

How do factor portfolios perform after yield curve inversions?

Harvey: I have shown that the value factor has historically performed well after inversions and is negatively correlated with the market return. Value is not the only factor that performs well after inversions, however. I recently wrote “Alice’s Adventures in Factorland: Three Blunders That Plague Factor Investing” with Rob Arnott and others at Research Affiliates. This paper looks at many different factors and provides some additional details. As for the other factors and yield curve inversions, stay tuned! 

Brandon O'Leary

Minority Investments and Warrants - Amazon Corporate and Business Development

3 年

Do you have update to the above charts post the 2020 recession?

回复

I used this research as an idea to look at excess returns on MBS vs. Corporate Credit when the yield curve inverts.? ?It turns out excess returns of MBS have definitely outperformed vs. Corporate Credit during the last three recessions (there were no excess return data published before that).? My PR group sent the research to Bloomberg, and Adam Tempkin there published it.? I told Adam that I got the idea for the research from this article from Prof Harvey, who taught me at Fuqua in 1993; however that did not make the article Adam published.? ?I just want to make sure if anyone sees the Bloomberg article, that I endeavored to give Prof Harvey his due and will continue to do so, if anyone else inquires.

Rod Morley

Chief Risk Officer at Thybo (Malta) Limited

5 年

Cam, is there any link with an inverted yield curve leading to banks pulling back from their role as credit-creators in the economy, which restricts demand and leads to a recession?

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Ganesh Mani

Entrepreneur & Investment Manager (ex-SSgA); Distinguished Service Professor of Innovation Practice at Carnegie Mellon, ex-President, TiE.org Pittsburgh Chapter

5 年

A few thoughts: a) great analysis and appreciate the guarded conclusion(s) b) each regime / context is a bit diff. and so the "anti-law of small numbers" may well prevail c) starting to see some crowding in the "value" and "low volatility" factors! d) wait for inverted yield-curve fake-news tweets before taking action :-).

回复
Lukas Hartwich, CFA

EVP Finance at Sabra Health Care REIT

5 年

Thanks for the post! ?Can you clarify what you mean when you say the yield curve has been inverted for a full quarter? ?It doesn't look that way based on FRED data??https://fred.stlouisfed.org/series/T10Y3M

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