SEASONALITY--HOW IT APPLIES TO THE FX MARKET
SEASONALITY-HOW IT APPLIES
TO THE FX MARKET
TO THE FX MARKET
Most traders attempt to analyze the future direction of currencies
by using either fundamental or technical analysis—or if they’re
feeling particularly crafty, a combination of both. However, many
traders may not realize that the clearest way to analyze past price behavior
may be to look at the price activity itself, without the noise of the indicators. One way to do this is through seasonality.
Stock traders may be very familiar with the concept of seasonality, because one of the most famous cases of seasonality is the January effect
in equities. First identified in 1942, it was publicized by Robert A. Haugen
and Josef Lakonishok in 1992 through their book The Incredible January
Effect: The Stock Market’s Unsolved Mystery (Irwin Professional Pub.,
1987). The theory behind the January effect is that stocks perform particularly well in the period between the last day of December and the fifth
trading day of January. The reason for this historically spectacular performance is the reversal of year-end flows. When a fiscal year comes to a close,
many investors may cash in on their stocks to create tax losses and to recognize their capital gains, while some corporations may do similar things to
window-dress their balance sheets. The January effect is not the only case
of seasonality in stocks. Another pattern, known as the Mark Twain effect,
refers to stock returns being particularly weak in the month of October.
The name of the effect comes from a quote in Mark Twain’s Pudd’nhead
Wilson novel: “October. This is one of the peculiarly dangerous months
to speculate in stocks. The others are July, January, September, April,
November, May, March, June, December, August, and February.”
Seasonality, which is defined as a pattern that occurs at given times
within a calendar year, is not unique to the equity market. Unsurprisingly, it occurs in the currency market as well. As in stocks, the most obvious
case of seasonality is in the month of January. This makes sense because
when foreign investors reinitiate some of their equity market positions in
the month of January, they will usually need to convert their local currencies into U.S. dollars. With that in mind, however, not all currency pairs are
created equal; therefore, the U.S. dollar may see a stronger case of seasonality against some currencies than against others.
SEASONALITY IN JANUARY
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At the end of 2007, I conducted a seasonality study for the month of
January. The study measures the change between the price of a currency
pair at the beginning of the month and at the end of the month for the past
11 years (1997 to 2007). According to the data, the strongest case of seasonality was in the EUR/USD and USD/CHF.
The U.S. dollar rose against the euro nine
out of the past 11 years or 81.8 percent of the time between January 1 and January 31 (synthetic euro prices were used prior to the euro’s launch
in January 1999). The biggest percentage loss was in 1997, when the
EUR/USD dropped 7.8 percent, while the average loss, including the two
up years in 2003 and 2006, was –1.9 percent. Looking a little further back,
the average loss between 1979 and 2007 was –1.2 percent. Beginning-of-theyear positioning is the primary reason for this strong case of seasonality,
and even though it does not happen 100 percent of the time, the fact that
it has happened 81.8 percent of the time makes it statistically significant.
Keeping on top of seasonality helps traders focus on strategies where probabilities are in their favor.
We see a similar case of January seasonality in USD/CHF. The U.S. dollar also rose against the Swiss franc nine out of the past 11 years
or 81.8 percent of the time between January 1 and January 31. The correlation between the EUR/USD and USD/CHF data is unsurprising given
that these two currency pairs typically move in opposite directions. The
biggest percentage gain in the dollar was also in 1997 when the currency
pair rallied 6.1 percent. The biggest percentage loss was in 2006 when the currency pair dropped 2.7 percent. Including the two years when USD/CHF
declined, on average the currency pair rose 2.1 percent in the month of
January between 1997 and 2007. Looking a little further back, the average
gain between 1979 and 2007 was 2.0 percent.
FIGURE USD/CHF January Performance 1997–2007
FIGURE USD/CHF January Performance 1997–2007
The seasonality in USD/JPY for the month of January is slightly less
than the seasonality in the EUR/USD or USD/CHF. The U.S. dollar rose against the Japanese yen eight out of the past 11 years
or 72.7 percent of the time between January 1 and January 31. The biggest
percentage gain was in 2000 when the currency pair rallied 4.9 percent.
The biggest percentage loss was in 1998 when the currency pair dropped
2.8 percent. Including the three years when USD/JPY dropped, on average
the currency pair rose 1.3 percent in the month of January between 1997
and 2007. Looking a little further back, the average gain between 1979 and
2007 was 1.04 percent. Part of the reason why the seasonality may not be
as strong in USD/JPY is because Japan has a different fiscal year-end than
the United States. Japan’s fiscal year-end is in March, which means there
may be less window dressing by Japanese corporations during the month
of January.
Aside from the EUR/USD, USD/CHF, and USD/JPY, there really is no
seasonality in the other major currency pairs. Over the past 11 years, for
example, the U.S. dollar climbed against the British pound, Australian dollar, and Canadian dollar six times, which is 54 percent of the sample, while
it rose against the New Zealand dollar five times, which is 45 percent of the
sample. These numbers are not statistically significant, which is why the
seasonality for those currencies is essentially nonexistent.
SUMMER SEASONALITY
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July and August are the peak months of summer in the northern hemisphere. For the currency markets, the summer usually brings less volatile
price action as many traders focus on enjoying their vacations. Interestingly enough, these two months also have a unique case of seasonality for
USD/JPY and USD/CAD. In both currency pairs, the dollar tends to rise in
the month of July and give back its gains in the month of August.
Between 1997 and 2007,
USD/JPY rose in July in nine out of 11 years, with the biggest gain in 1998 and the biggest loss in 1999. On average, over the past 11 years, USD/JPY
has increased 0.5 percent in the month of July. In August, however, we see
that the currency pair dropped nine out of 11 years, with the biggest loss
in 2001, when USD/JPY dropped 5.2 percent in one month. As indicated by
the chart, the move in August was typically larger than the move in July,
with the average loss being –2.1 percent during this period.
The seasonality is also very significant in USD/CAD. Including the three negative months, USD/CAD increased 1.5 percent during that period. What is
most interesting about the data is the fact that the decline in USD/CAD
in 1997, 2004, and 2005 was very small. Therefore, it may be a relatively
low-risk bet that USD/CAD will continue to appreciate in the years ahead
in the month of July. August, however, is slightly different. The U.S. dollar dropped against the Canadian dollar eight out of the past 11 years,
but in the three years that the currency pair rallied, the moves were comparatively significant. Nonetheless, the probability is still skewed toward weakness for USD/CAD in the eighth month of the year, with the average
loss being –0.7 percent.
There are many reasons to explain this seasonality, and one of them
may be tourism. According to 2007 data from the Governmental Office of Travel and Tourism Industries, Canada is the number-one touristgenerating country for the United States, followed by Mexico, the United
Kingdom, and Japan. Given that summer is often the time of year that many
people choose to go on vacations, the performance of the U.S. dollar in
August may be reflection of travel trends.
OTHER CASES OF SEASONALITY
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May
The U.S. dollar also tends to strengthen against the Australian and New Zealand dollars in
FIGURE AUD/USD May Performance 1997–2007
the month of May. For the AUD/USD, the currency pair managed to end the month of May higher only two out of the past 11 years. The NZD/USD fared slightly better, having managed to end in positive territory three out of the past 11 years.
The U.S. dollar also tends to strengthen against the Australian and New Zealand dollars in
FIGURE AUD/USD May Performance 1997–2007
FIGURE NZD/USD May Performance 1997–2007
September
A strong case of seasonality can also be seen in the USD/CHF and the
GBP/USD in the month of September. The dominant trend
during that month is dollar weakness, and for both currency pairs, the dollar weakened nine out of the past 11 years. It is also most likely not a coincidence that the two years the dollar strengthened (2005 and 2006) are the
same for both currency pairs. There is some seasonality in the EUR/USD
as well, but it is not as significant: In the month of September, the dollar
fell against the euro eight out of the past 11 years.
FIGURE USD/CHF and GBP/USD September Performance 1997–2007
November
The final case of strong seasonality can be found in the month of
November. Although not as statistically significant as the seasonality in
the months of May and September, the New Zealand dollar has managed
to appreciate against the U.S. dollar eight out of the past 11 years. On average, the appreciation was 1.9 percent, which for the most part is fairly
significant.
INCORPORATING SEASONALITY INTO
YOUR TRADING
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The best way to incorporate seasonality into your FX trading is to be simply
mindful of it. For example, it may be better to look for opportunities to buy the NZD/USD in the month of November than to sell it. Seasonal trades do not always duplicate themselves, which is why trading seasonality blindly by buying at the beginning of the month and selling it at the end of the month may not be the best thing to do, but what seasonality does teach us is where the probabilities are skewed.
FIGURE NZD/USD November Performance 1997–2007
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