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Technical Analysis Revisited: Moving Averages = Above Average Returns?

by Derek Horstmeyer
April 25, 2022
in Investing
Reading Time: 7 mins read
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Technical evaluation — buying and selling based mostly on the chart patterns of shares — has all the time been a hotly debated investing tactic. Whereas basic analysts could decry it as junk science, to today it nonetheless has many proponents in Wall Road proprietary buying and selling retailers.

Resistance ranges, help ranges, triangle patterns, double tops, head and shoulders, transferring averages, and so on., are among the many value patterns technical analysts could research to anticipate and revenue from future market actions.

We examined one explicit type of technical evaluation — transferring averages — to evaluate the way it carried out over the many years.

Nineteen Eighties Nostalgia?

We constructed two portfolios that went lengthy the S&P 500 when it traded above its transferring common and shorted it when it traded beneath. One portfolio was constructed based mostly on a 50-day transferring common, the opposite on a 200-day transferring common.

As a method, shopping for the market on days when it eclipsed its 50-day transferring common generated each day common returns between 0.11% and 0.18% throughout the six many years surveyed, with the excessive mark reached within the Nineteen Eighties. Shopping for the market on days when it fell beneath the transferring common resulted in common each day returns between -0.14% and -0.28, with the Nineteen Eighties additionally accounting for the most important losses.

To present a way of the magnitudes right here: If an investor had been to purchase each day the market was over its 50-day transferring common within the Sixties and quick each day that it was beneath, this is able to yield a median yearly return simply round 22%, whereas the S&P 500 generated a geometrical common return of 10% over the last decade. This implies an extra efficiency of 12 share factors. This outperformance was important on the 1% stage throughout all many years studied.


The 50-Day Transferring Common Portfolio

1960–1969 1970–1979 1980–1989 1990–1999 2000–2009 2010–Current
Common Day by day Return: Shopping for Above Transferring Common 0.11% 0.14% 0.18% 0.17% 0.17% 0.15%
Common Day by day Return: Shopping for Under Transferring Common -0.22% -0.14% -0.28% -0.20% -0.22% -0.20%
Distinction 0.33% 0.29% 0.46% 0.36% 0.39% 0.35%

The 200-day transferring common lengthy–quick portfolio yielded related if extra muted outcomes, with each day common returns various from a low of 0.16% within the Seventies to a excessive of 0.29% within the Nineteen Eighties.


The 200-Day Transferring Common Portfolio

1960–1969 1970–1979 1980–1989 1990–1999 2000–2009 2010–Current
Common Day by day Return: Shopping for Above Transferring Common 0.06% 0.08% 0.09% 0.09% 0.10% 0.08%
Common Day by day Return: Shopping for Under Transferring Common -0.15% -0.07% -0.20% -0.16% -0.11% -0.14%
Distinction 0.22% 0.16% 0.29% 0.25% 0.21% 0.22%

After all, transferring common merchants advocate shopping for shares instantly after they get away, or cross the pattern line, and shorting them as quickly as they fall beneath the pattern line. So, how did such a “cross-over” technique carry out?

Throughout the many years, the 50-day transferring common lengthy–quick technique yielded each day common returns from 0.44% within the Sixties and 2000s, to 0.70% within the Seventies.


50-Day Transferring Common: Crossing Over Technique

1960–1969 1970–1979 1980–1989 1990–1999 2000–2009 2010–Current
Common Return One Day After Crossing Under -0.24% -0.35% -0.22% -0.18% -0.14% -0.30%
Common Return One Day After Crossing Above 0.20% 0.35% 0.31% 0.40% 0.29% 0.22%
Distinction 0.44% 0.70% 0.53% 0.58% 0.44% 0.52%

In contrast, the 200-day transferring common lengthy–quick portfolio generated a each day common as little as 0.20% within the Sixties to as excessive as 0.71% within the Nineteen Nineties.


200-Day Transferring Common: Crossing Over Technique

1960–1969 1970–1979 1980–1989 1990–1999 2000–2009 2010–Current
Common Return One Day After Crossing Under -0.04% -0.23% -0.31% -0.16% -0.12% -0.36%
Common Return One Day After Crossing Above 0.16% 0.10% 0.17% 0.55% 0.20% 0.12%
Distinction 0.20% 0.33% 0.48% 0.71% 0.32% 0.48%

Though such transferring common methods have yielded extra returns, this efficiency doesn’t come with out danger. Particularly, there may be appreciable volatility on the crossing beneath facet of the transferring common in addition to skewness in some instances. Maybe the upper returns then are the buyers’ compensation for taking up the surplus danger, or perhaps only a type of momentum danger.

All in all, whereas the returns related to these transferring common methods could also be down from their Nineteen Eighties and Nineteen Nineties heyday, there should be alpha to be gained in our trendy markets.

If you happen to favored this publish, don’t overlook to subscribe to the Enterprising Investor.


All posts are the opinion of the creator. As such, they shouldn’t be construed as funding recommendation, nor do the opinions expressed essentially replicate the views of CFA Institute or the creator’s employer.

Picture credit score: ©Getty Photographs / Torsten Asmus


Skilled Studying for CFA Institute Members

CFA Institute members are empowered to self-determine and self-report skilled studying (PL) credit earned, together with content material on Enterprising Investor. Members can document credit simply utilizing their on-line PL tracker.

Derek Horstmeyer

Derek Horstmeyer is a professor at George Mason College College of Enterprise, specializing in exchange-traded fund (ETF) and mutual fund efficiency. He presently serves as Director of the brand new Monetary Planning and Wealth Administration main at George Mason and based the primary student-managed funding fund at GMU.

Amine El Boury

Amine El Boury is a senior at George Mason College finishing his bachelor of science in finance. Submit-graduation he’s in search of to merge his pursuits in finance, actual property, and entrepreneurship.

Drew Hardin

Drew Hardin is a senior at George Mason College pursuing a serious in finance. He’s fascinated about funding and wealth administration utilizing an ETF based mostly buying and selling methods, in addition to monetary planning for retirement. After graduating he will likely be pursuing job alternatives in monetary planning and wealth administration.



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Tags: AnalysisaverageAveragesmovingReturnsRevisitedTechnical
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