The Turn Of The Month Trading Strategy (End Of Month Effect – Setup, Rules)

The end-of-month effect is a well-known trading strategy in the stock market. We have covered this anomaly before. Perhaps what is lesser known is that the effect spills over to the first three days of the next month. Thus, a more correct name might be the turn of the month strategy (or turn of the month effect).

The turn of the month strategy performs very well in most markets and frequently beats the buy and hold strategy despite its low exposure time. We go long at the close on the fifth last trading day of the month, and we exit after seven days, ie. at the close of the third trading day of the next month.


Thus, the strategy is invested around 33% of the time. In this article, we test the turn of the month effect and backtest the performance for a wide range of markets.

To get you started on what this strategy is all about we recommend reading a previous article:

Why is there a turn of the month effect?

Most likely the effect is caused by some structural forces like for example increased inflow of capital from savers or rebalancing from the fund management business. We don’t know for sure, and perhaps it doesn’t really matter why it exists.

Turn of the month strategy video

We test these markets for the turn of the month effect:

We look at the following sectors and markets:

  • The S&P 500
  • Emerging markets
  • Healthcare stocks
  • Retail stocks
  • Gold mining stocks
  • High yield funds
  • Real estate stocks
  • The gold price
  • Long term Treasury bonds
  • Consumer staples
  • Brazilian stocks
  • Japanese stocks
  • Bitcoin
  • Commodities
  • Utilities
  • Energy stocks
  • Nifty Fifty (Indian market)

How we backtest the turn of the month strategy:

In some of the backtests we use the fund quotes from Fidelity funds. That’s because they contain data extending further back than most ETFs. This doesn’t mean we recommend the fund or Fidelity.

As a matter of fact, the Fidelity funds might be completely useless for trading because of, for example, fees and redemption time. Please think of them as proxies for other more tradeable instruments. At the end of the day, you need to your own due diligence.

The backtests start with 100 000 and the results are compounded. We enter at the close on the fifth last trading of the month, and we exit at the close on the third trading day of the new month.

The end of month/turn of the month seasonality in the S&P 500

The turn of the month strategy has worked very well for the S&P 500 since at least 1960:

Turn of the month strategy S&P 500

As you can see, the turn of the month seasonality in the stock market has existed for 60 years!

If you were only invested during the last four and first three trading days of the month, you would have beaten buy and hold with significantly lower drawdowns (not adjusted for dividend reinvestments).

Let’s flip it and check how the performance has been if we were only invested all the other days, ie. we buy on the close on the third trading day of the month and we sell at the close on the fifth last trading day of the month:

Not so good!

Can we expect the effect to work in other asset classes and stock markets? The S&P 500 is the “engine” that determines the short-term movement in markets worldwide and we can most likely expect many more markets and sectors to perform pretty similarly to the S&P 500.

Improved trading strategy

We have improved the turn of the month strategy for S&P 500 and we sell it as a stand alone strategy. Please read more here:

Let’s test some random markets and industries:

The turn of the month/end of month seasonality in emerging markets

To test, we use the ETF with the ticker code EEM.

This is how emerging stocks performed by being invested only during the turn of the month:

Turn of the month strategy emerging markets EEM
  • CAGR: 13.6%
  • Buy and hold CAGR: 8.2%
  • Drawdown: -28%
  • Buy and hold drawdown: -66%

The turn of the month/end of month seasonality in healthcare stocks

We test by using the ticker code XLV.

This is how healthcare stocks performed by being invested only during the turn of the month:

Turn of the month trading strategy healthcare stocks XLV
  • CAGR: 6.6%
  • Buy and hold CAGR: 8.5%
  • Drawdown: -14%
  • Buy and hold drawdown: -39%

The turn of the month/end of month seasonality in retail stocks

We use the ETF with the ticker code RTH. This is what we got:

Turn of the month trading strategy retail stocks RTH
  • CAGR: 4.7%
  • Buy and hold CAGR: 8.5%
  • Drawdown: -29%
  • Buy and hold drawdown: -43%

The turn of the month/end of month seasonality in gold mining stocks

We use the ticker code GDX. Gold mining stocks have been a poor long-term investment, but the turn of the month has been much better for over three decades:

Turn of the month trading strategy gold mining stocks GDX
  • CAGR: 3.2%
  • Buy and hold CAGR: -0.8%
  • Drawdown: -58%
  • Buy and hold drawdown: -80%

We have previously written about gold vs. gold stocks:

The turn of the month/end of month seasonality in high yield funds

The ticker code for the test is HYG and shows a pretty significant edge by being invested only during the turn of the month:

Turn of the month trading strategy junk bonds HYG
  • CAGR: 4.8%
  • Buy and hold: 4.3%
  • Drawdown: -14%
  • Buy and hold drawdown: -34%

The turn of the month/end of month seasonality in real estate stocks

The equity chart below is derived by using the ticker code IYR. As we can see, the end of the month effect has beaten the buy and hold over the last twenty years:

Turn of the month trading strategy real estate stocks IYR/VNQ
  • CAGR: 10.1%
  • Buy and hold: 8.1%
  • Drawdown: -22%
  • Buy and hold drawdown: -74%

The turn of the month/end of month seasonality in the gold price

Is there any end of month seasonality in the gold price? Because the gold price is “detached” from the stock market, the effect is low to non-existing. Below is our backtest on GLD:

Turn of the month trading strategy gold price GLD
  • CAGR: 2,5%
  • Buy and hold: 7.7%
  • Drawdown: -33%
  • Buy and hold drawdown: -45%

The turn of the month/end of month seasonality in long-term Treasury bonds

What about long-term Treasury bonds? Not surprisingly, the end-of-month effect seems non-existent in TLT; quite the opposite:

Turn of the month trading strategy long term treasury bonds TLT
  • CAGR: 0.3%
  • Buy and hold: 4.1%
  • Drawdown: -23%
  • Buy and hold drawdown: -44%

The turn of the month/end of month seasonality in consumer staples

Consumer staples are good trading stocks which we frequently make strategies in for our subscribers to the monthly Trading Edges.

But how do the consumer staples perform during the last and first day of the month? We test by using XLP, the ETF that tracks consumer staples:

Turn of the month trading strategy for consumer staples XLP
  • CAGR: 4.3%
  • Buy and hold: 6.5%
  • Drawdown: -14%
  • Buy and hold drawdown: -36%

The turn of the month/end of month seasonality in Brazilian stocks

Even in Brazil, the turn of the month seems to yield abnormal returns. The ticker code is EWZ:

Turn of the month trading strategy Brazilian stocks EWZ
  • CAGR: 16.6%
  • Buy and hold: 5.6%
  • Drawdown: -43%
  • Buy and hold drawdown: -77%

The turn of the month/end of month seasonality in Japanese stocks

The Japanese stock market has not performed well after the bubble burst in 1989, but it turns out the turn of the month effect has beaten the buy and hold handily, here shown by the ticker EWJ:

Turn of the month trading strategy Japanese stocks EWJ
  • CAGR: 4.8%
  • Buy and hold: 147%
  • Drawdown: -25%
  • Buy and hold drawdown: -59%

The turn of the month/end of month seasonality in Bitcoin

Even in Bitcoin, we see a relatively stronger performance when we end the month and start a new month:

Turn of the month trading strategy for Bitcoin
  • CAGR: 40.7%
  • Buy and hold: 56.6%
  • Drawdown: -38%
  • Buy and hold drawdown: -83%

The turn of the month/end of month seasonality in commodities

Commodities have performed poorly over the last decades, even on a much longer time frame. Perhaps they have performed better during the end of the month and the beginning of each month? It turns out commodities have performed well, but rather erratic. The below test is by using the ticker code DBC:

Turn of the month trading strategy for commodities DBC
  • CAGR: 4.5%
  • Buy and hold: 0.8%
  • Drawdown: -28%
  • Buy and hold drawdown: -76%

The turn of the month/end of month seasonality in utilities

Even in the boring utility sector, we see strong gains at the end and beginning of each month. We tested by using Fidelity’s XLU:

Turn of the month trading strategy for utilities XLU
  • CAGR: 6.4%
  • Buy and hold: 6.7%
  • Drawdown: -15%
  • Buy and hold drawdown: -52%

The turn of the month/end of month seasonality in technology stocks

However, in tech stocks, it seems the effect is more erratic compared to the S&P 500. We backtested by using XLK:

Turn of the month trading strategy technology stocks XLK
  • CAGR: 8%
  • Buy and hold: 8.3%
  • Drawdown: -43%
  • Buy and hold drawdown: -83%

The turn of the month/end of month seasonality in energy stocks

In energy stocks, we see a strong effect at the end and beginning of each month. We backtest XLE:

Turn of the month trading strategy for energy stocks XLE
  • CAGR: 8.6%
  • Buy and hold: 8.3%
  • Drawdown: -28%
  • Buy and hold drawdown: -71%

The turn of the month/end of month seasonality in the Indian Nifty Fifty

Let’s end the article by looking at the Indian market. The Indian market has, to our knowledge, the most listings in the world, but we test by using the main index, the Nifty Nifty (^NFTY).

  • CAGR: 9.7%
  • Buy and hold: 9.5%
  • Drawdown: -34%
  • Buy and hold drawdown: -60%

Amibroker code for turn of the month strategy

If you’d like to have the Amibroker backtesting code and logic for the turn of the month trading strategy, plus all the other free strategies (125+), please click here:

Is the turn of the month strategy likely to continue?

If this is a structural behavior of how the markets work, which we believe it is, at least to a certain degree, the turn of the month trading strategy is likely to work well in the future. After all, the turn of the month strategy has performed consistently in the S&P 500 for over 60 years, even before passive index funds saw the day of light.

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  • Hello Oddmund,
    thank you again for your work and the related suggestions for my trading..!

    Over the past few days I’ve had the opportunity to backtest some of the highyield-funds
    I use for my strategy.

    The results roughly matched your data.

    If you use a simple trend filter for HY-funds (e.g. “only trades when Close> SMA 20”), some losing trades are avoided.

    This increases the profit factor and the win-rate accordingly.

    • Hi Matt,
      I love your input 🙂
      I tested your suggestion on the high yield fund and the profit factor is 12…..

      The win ratio is 90% and the average winner is 35% higher than the average loser. Pretty amazing result!

      Do you trade Fidelity funds, how do you do it, if I might ask? I have never really looked into this in detail. Perhaps I should!

      Oddmund

  • Hi Oddmund,

    Of course…

    The approach in Germany (where I live) is a little bit different.
    There are a few professional fund platforms on which I can buy and sell mutual funds directly from and to the fund companies without any surcharge or other costs.
    There are no redemption-fees as well. That means there are NO trading costs(!)

    These platforms generate sales through the holding commissions paid by the fund companies. (“Kickbacks”).

    I have around 7,500 bond and equity funds (which are approved for sale in the EU) to choose from on this sales platforms. Many of the 200 products on offer in the highyield- or “credit”-segment are rather mediocre, but few of them are excellently managed and work well with trend-following strategies. My whatchlist contains just 9 different funds.

    Unfortunately, the delayed execution of my orders is a disadvantage; it takes 24 hours for most funds between my order and the quotation.

    The platform I use allows many (even more complex) stopp-, buy- and sellorders, as well as stopp-based rotating from one fund into the other.

    Furthermore, it offers me the purchase of mutual funds on credit to a certain extent.
    For this reason, the “turn of the month” strategy presented here is very interesting for me.
    It allows this credit line to be used more intensively for a short, defined period of time…

    If you have further questions on the topic, I am happy to be reached via my email address.

    Regards

    Matt

    • Hi Matt,
      Thanks again for your valuable input. I have been looking into some other potential twists to this and hope to write about it later.

      Please keep on commenting – very valuable info you have.

      Regards,
      Oddmund