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FRED
GOODMAN'S KEY INDICATORS FOR INVESTMENT SUCCESS
Daily Rating
Monday, January 22, 2007
Fred Goodman
Using the day of
the week and the day of the month to select the best day to trade.
The Daily Rating can
be used as an aid in selecting the day to enter or exit a position
that one has already decided to trade, based on unrelated analysis.
It is hoped that by buying on a day expected to be weak one can
get a better price than at other times -- you don't have to be a
day-trader to profit from the edge that the indicator provides.
The Daily Rating is based
on variations in market performance that have been found to fall
on different days of the week and days of the month. A day is considered
to be a good day to sell when the S&P 500 is expected
to close higher, and is expected to be weak for
the following three days. A good day to buy is one on which
the S&P is expected to close lower if the next three
days are expected to be strong.
It is important to keep
in mind that this is just one indicator, it must be used in conjunction
with others. For example, if the Daily Rating is negative while
the Average Signature is
saying buy, then obviously one must take both into account when
deciding on the size of the investment and its timing.
I have evaluated the
system going back to mid-1996. Starting on July 18, 1996, if one
had taken long or short positions in the S&P 500 based solely
on the Daily Rating, $1000 would have grown to $4196 at the close
on October 9, 2006 (pink line).
There were good times
and bad as you can see by the 48.6% drawdown from the peak of $3720
reached on July 29, 2002, and the low that occurred on August 6,
2003. A drawdown that big would have shaken out all but the most
hardy, but it is based on the raw system, without considering any
other indicators that might have been employed.
Results
Through
January 19, 2007 |
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Even with that big drawdown
the system produced a 14.6% compounded annual return over the ten
and a half year period. At the same time, being fully invested in
the S&P 500 generated only 7.9% compounded, and it suffered
a drawdown of 87.1% between March 27, 2000 and the July 29,
2002 low. So all-in-all the result is worth pursuing, and we will
do so.
In addition to the buy/sell
strategy, the chart above shows the buy-only (blue line) and short
-only (green line) results as well. While they produced less than
the combined strategy, each must be credited with the prevailing
interest return for the time that the cash was not invested.
For the buy-only strategy
this amounted to roughly 3% interest for 3.7 years and resulted
in an overall compounded annual return of 11.6%. The short-only
strategy produced a compounded annual return of 3.8% including interest.
An attraction of the
buy-only system is that it suffered only an 18% drawdown, and it
has acheived a new high, whereas the S&P 500 had an 87% decline
and has not yet regained its 2000 high -- on a risk-adjusted basis
there is no comparison between the buy-only and a buy and hold program.
The Daily Rating is determined
each day by looking at a one-year moving average for each day of
the week and day of the month, and then rating each of the next
three days.
Let's take a closer look
at the method behind this indicator. The next chart shows the one-year
moving average of the daily return of the S&P 500 looking
only at Mondays, since July 1996. The percent return (pink
line) is plotted against the S&P. Based on 11 years of data,
Mondays have produced the best return of any weekday. However, it
is clear that there have been considerable variations in return
during the period.
One-Year Average Percent Return for Mondays
Through
January 19, 2007 |
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Here is Wednesday
plotted on the same scale. It is considerably more volatile
than Monday, and while the 11-year return is not as good, it is
currently beating Monday's average return, 0.19% to 0.02%. The Daily
Rating takes these variations into account in assessing the expected
strength or weakness three days ahead.
One-Year Average Percent Return for Wednesdays
Through
January 19, 2007 |
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This next chart shows
the one-year average percent return for the first day of the
month. It has been the strongest day during the 11 year period
and it is the most consistent day as well.
One-Year Average Percent Return for the First Day of
the Month
Through
January 19, 2007 |
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The variation on the
other 30 days of the month is greater than that found for the first
day, but all of the variations are considered in formulating the
Daily Rating.
One-Year Average Percent Return for Third Day of the Month
Through
January 19, 2007 |
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Historical Background
In the course
of the last few years I have covered timing aspects related to the
day, week, month and presidential election cycles. In this section
I have assembled much of that material to provide background
for the Daily Rating.
In the next two charts
we'll look at fifty-years of presidential
election cycles -- we last looked at them three
years ago. The
two year periods that end with a mid-term election -- like the one
we will have on November 7 -- are in white. Since 1985 the market
has moved higher in every white period other than the bear market
that started in 2000, but even in that difficult period there was
a rally associated with the election that was held at its end.
Notice also that there
was always a dip near the end of each white section, just as we
had in May. I have been anticipating weakness as we approached the
election, but so far it has not materialized.
S&P 500 since 1982
Through Tuesday, September 26, 2006 |
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The
period that started in 1958 was much more violent than the steadily
advancing market we have enjoyed since 1982. True the log scale
does work to improve the appearance of the turmoil that existed
between 2000 and 2003, and also the sharp drops in 1987 and 1991,
but compared to the years charted below, it was a romp.
Even
with all the violence between 1958 and 1981 the blue periods were
relatively placid compared to the white, and we are about to enter
a blue period in November. Of course it is possible that we have
entered into a secular bear market after the long bull market between
1982 and 2000, but it is also possible that we have simply returned
to the days of steady measured growth that occurred between 1984
and 1995 -- a quiet advance interrupted by occasional downdrafts.
If
that is the case, then the 5-year bubble and its 3-year reversion
to the mean, may simply have been a violent storm in the middle
of a long period of economic growth -- fueled by a tremendous increase
in productivity -- that has not yet ended.
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There are other
cycles and seasonal trends of interest. Most of us have heard
the dictum "sell in May and go away." This came
from the observation that markets have been stronger in the
period November through April, than during the rest of the
year. According to Les Masonson's excellent book All
About Market Timing,
which I highly recommend, an initial investment of $10,000
invested every May through October produced a cumulative loss
of $77 dollars between 1950 and 2001. On the other hand, the
same investment, invested every November through April during
those same years, yielded a gain of $457,103.
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Let's
break it down further, and look at what historically have been "good
months" and "bad months" for stocks. The "good"
months are January through April, July, November and December. The
"bad" months are May and September, and June, August and
October are middle of the road.
In
the next chart I have superimposed the good and bad months upon
the concept of good and bad years in the presidential election cycle
since 1995, and have included the S&P 500 for comparison. I
think you will see that the oscillations of the election cycle and
the good and bad months have coincided reasonably closely to the
S&P. It is certainly not perfect, but if you look very closely
you will note that the major declines and advances seem to have
come pretty close to the lowest and highest points in the pink line.
Election year cycle and monthly seasonals
Through Tuesday, September 26, 2006 |
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Let's drill down even further. I
have often called attention to the finding that the first five days
of the month are the best five days. However, when I extended the
original investigation that covered the period between 1995 and
July 2003 to the present, I found that there have been changes in
the last three years.
As you can see in the
next chart, the very best day since July 2003 was the 28th of the
month. This is based on the assumption that $1000 was invested in
the S&P 500 (or SPY) at the close of the trading
on the day before the 28th, and sold five days later. Second best
was the 26th, and third place was a tie between the 1st and 25th.
Are these important differences? I think not, but read on to see
what you think.
Value of $1000 Investing in 5-Day Seasonals
August 1, 2004 through Wednesday, September 27, 2006 |
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This chart was taken
from my December
3, 2003 report, and you can see that buying at the close of
the day before the 1st provided the best 5-day return during the
first 8-1/2 years, by a considerable margin. The next chart shows
how the inclusion of the recent three years has affected the results.
Value of $1000 Investing in 5-Day Seasonals
1995 through July 2003 |
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Really very little has
changed. There is still an edge if one buys towards the end of the
month, but for long term investors (anything longer than a few months),
buying near the 12th or 28th, and selling near the 6th or 16th is
statistically the best plan. This is true since you want to buy
just before an increase and sell just after it.
Value of $1000 Investing in 5-Day Seasonals
1995 through Wednesday, September 27, 2006 |
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Here I have added the
blue line which represents the net positive closes for each day
of the month covering the 11 year period. There is no question that
both the net return from a 5-day investment starting on the
various days of the month (pink line), and the net number of
positive closes are well correlated. On average, a 5-day investment
rose 56% of the time over the 11 year period. However, when the
investment was at the close of the day before the first or before
the 30th, gains were made 70% of the time.
Buying on the days between
the 4th and the 8th, or those between the 17th and the 24th resulted
in 5-day losses more frequently than gains. Consequently, if you
are considering a purchase of an equity that you plan to hold for
a period of months, you will have an edge if you buy it just after
those losing days (around the 12th and 28th), and when you sell
you will have an edge if you sell on a day when the odds are that
the market is likely to fall for the next 5-days, such as the 6th
or the 16th.
Value of $1000 Investing in 5-Day Seasonals
Through Wednesday, September 27, 2006 |
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Here are the results
for 1-day investments. The days with the highest frequency
of closing down stand out, they are 7-10, 19-24 and the 30th. Those
are the days on which we should try to buy into the market whenever
possible. Sales are best planned for the days that most often close
higher.
Value of $1000 Investing in 1-Day Seasonals
Through Wednesday, September 28, 2006 |
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The final two charts
today compare an investment opened on the final trading day of the
month and sold 5 days later, to one held for a single day. There
is very little difference between the 5-day and 1 day holding periods
when the final day of the month is chosen for entry. Of course the
return was higher for the 5-day investment, but money was tied up
for 5 times as long. Again, I am not suggesting that we all become
day-traders, this information is to help us choose sound entries
and exits regardless of the length of the holding period.
Value of $1000 Investing at
the Close Before the First Day of the Month
Hold for 5 days |
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Next week we'll add the
final leg to the stool when we discuss in detail which days of
the week have proven to be best for entry and exit, and I'll
try to tie it all together in a strategy that can be monitored daily
as changes occur.
Value of $1000 Investing at
the Close Before the First Day of the Month
Hold for 1 day |
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As a teaser, the first
chart summarizes the differences between the days of the week, and
it is clear that Monday was a winner while Thursday and Friday brought
up the rear. However, there have been clear changes in the course
of the 11 years. For example, notice that Monday (blue line) has
been good in bull markets and poor in bears.
A very important factor
separating success from failure in a trade is slippage -- how much
a stock ticks down when it is sold and how much it ticks up when
it is bought. The best way to minimize slippage is to sell when
the market is rising, and buy when it is falling. Since Mondays
have been the most reliable gainers, it is the choice day to sell
stocks, and since Thursday and Friday are typically losers,
they are good days to buy.
More on the subject
next week, but let's take note of the fact that Fridays are not
only one of the two best days to buy, today is also the last day
of the month, which has also been a winner. It suggests that even
if the Dow fails to make its new high today, there is an excellent
chance that it will make it on Monday.
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Value of $1000 Investing on
Various Days of the Week and Holding for 1 Day
1995 through September 28, 2006
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I have been working on
an investment calendar to quantify the edge that is available when
one buys on traditionally weak days and sells on strong ones. The
good news is that today and tomorrow are the best days of the week
to buy, but the best buying days of the month are between 6 &13
and 20 & 25, so this week, Friday is the best day for buying.
Both the day of the week
and the day of the month have been found to offer significant and
repeating advantages. There is a clear-cut advantage when one sells
on a Monday since Mondays are generally strong, and I have found
that the advantage decreases daily until Friday, which has provided
the smallest average return of any day of the week during the last
11 years.
However, when you look
at the frequency of gains as opposed to the size of
the gains, between Monday and Friday there are no differences. Each
day of the week since 1995 has closed up between 51 and 53% of the
time and the standard deviation was twice that, so there is no significant
daily difference in the number of positive closes. However,
the size of the gains varies by a factor of two between Monday
and Friday, with Monday providing the biggest average gain and Friday
providing the smallest. Monday and Tuesday are pretty close to each
other, as are Thursday and Friday.
No question about it,
if you're planning to sell, you'll have an edge if you do so on
Monday or Tuesday near the close. And if you're planning to buy,
Thursday and Friday are the best days to do so. However, it is interesting
that of the ten largest one-day declines, five of them occurred
on a Monday, and in spite of that, Monday still has the highest
average return. The other five big declines were divided between
Tuesday, Thursday and Friday. Wednesday is a follower -- it goes
with the trend and has a middle of the road return, but it had the
smallest maximum loss and the biggest maximum gain of any day of
the week.
Nine of the ten biggest
one-day advances in the last 11 years were spread evenly
with three on Tuesday, Wednesday and Thursday -- the tenth big advance
fell on a Monday.
Here
I have collected all of the above information together to reflect
all three cycles/seasonals -- daily, monthly and election. It serves
as an interesting guide to the market, but clearly it does not represent
a standalone system for investing -- nothing does. There certainly
is a correlation between the chart and the market from 1997 through
2003, but it is not as clear a relationship since then. Perhaps they
will relate well in 2007 when the election cycle moves into its strongest
phase -- time will tell.
That said, I do believe
that a slight edge is available from buying and selling on the proper
days of the month and will try to be guided by that going forward.
The next few charts show some of the key days.
Election Year Cycle, Daily and Monthly Seasonals
1995 through Wednesday, September 27, 2006
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$1000
invested on July 3, 1995, held for 5 days and reinvested on the
last day of every subsequent month until August of this year, would
have resulted in a total value of $2315.71, for an annual return
of 11.7% for 11-1/4 years, not including the interest you'd
earn on your idle cash all the days of the month you weren't in
the market (probably another 2-3%).
This
is a remarkable result considering that money was at risk only about
25% of the time! The most severe drawdown was just 7.3% between
March 2002 when the investment was worth $1926, and October 2002
when it was worth $1786.
The results during the
last three years were not as good as they were for the total period.
$1000 invested on August 1, 2003, and held for 5 days from the last
day of each month resulted in an annual return of 5.6%, and if invested
on the day before the 28th day it returned 6.4% for the ensuing
5-day period. Nevertheless, there is an edge, and that's what we're
looking for.
Value of $1000 Investing at
the Close Before the First Day of the Month
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Here
is the best return day of the last three years it measures the return
from buying at the close on the 27th and selling at the close 5
trading days later. While it was best for the last three years,
for the full 11 years the return was just $1567.88, or 5.1% annually.
The biggest drawdown was 15.1% which is more than double that resulting
from buying on the final day of the month. This illustrates that
there is variation and that these guidelines should be used flexibly
for buying and selling rather than as a rigid "system."
Furthermore, I have not
taken into account the commissions and slippage resulting from the
frequent trading. Clearly the benefit of selecting the day comes
from timing longer trades, not from constantly moving in and out
of the market.
Value of $1000 Investing at
the Close Before the Twenty-eighth Day of the Month
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Here
is a peculiar day -- the 3rd -- in that it dramatically changed
when the market switched from bull to bear and has remained near
the bottom ever since.
Value of $1000 Investing at
the Close Before the Third Day of the Month
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Buying
on the first day of the month rather than at the close of the last
day of the preceding month resulted in just a bit more than 1/2
of the profit and a bigger drawdown.
Value of $1000 Investing at
the Close Before the Second Day of the Month
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Finally,
here is the day that was consistently the worst -- the 7th. It resulted
in a loss of 24% over the 11-1/4 years. Clearly it was better to
sell at the close on the 6th and to buy five days later than on
most other days of the month.
Value of $1000 Investing at
the Close Before the Seventh Day of the Month
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Fred Goodman, CFP, is a fee-only Certified
Financial Planner based in Los Angeles. You can send him your questions and
comments via email at
Fred@MarketMonograph.com. The charts and commentary represent what
Fred is
thinking about the market and thinking of doing for his own account and for
accounts he manages. There is no guarantee that you will profit from trading as discussed
herein. You may lose money and Fred assumes no responsibility for what you do or
do not do with this information.
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