End of Month Investment Strategy for SPY's
The End of Month Investment Strategy for the SPY's uses a 5 Day Stochastic which isn't
smoothed and focuses on the last 6 days of the month and the first 4 days of the
following month. Thus during this 10 day window when the 5 Day Stochastic drops to 10 or below a Buy
Signal is generated. A simple example is shown below.
Back in late February and early March the 5 Day Slow Stochastic closed
below 10 on 2/27 (point A) which was followed by a gain of $2 on 2/28/07 which
was the entry day (point B). Meanwhile on 3/2/07 the 5 Day Stochastic once
again closed below 10 (point C) with the entry date on 3/5/07 (point D) was
followed by a gain of over $3 the next few days (points D to E).
Furthermore the 5 Day Stochastic closed below 10 on 3/5/07 as well (point F)
with the entry date on on 3/6/07 (point G) which was then followed by a $2 gain over
the next few days (points G to E).

The table below shows the backtested results going back to 1987
which includes 236 signals during the last 21 years and compares the results
using a 5 Day Holding Period versus a 10 Day Holding Period. As you can
see the odds of having a positive return of $1 or more in the SPY's improves if
you hold the position for 10 Days versus 5 Days.
| 5
Day Holding Period (SPY) 1987-2007 |
| |
5
Day Gain |
5
Day Gain |
5
Day Gain |
| |
$1
or More |
$2
or More |
$3
or More |
| Probability |
84% |
58% |
34% |
|
10 Day Holding Period (SPY) 1987-2007
|
| |
10
Day Gain |
10
Day Gain |
10
Day Gain |
| |
$1
or More |
$2
or More |
$3
or More |
| Probability |
92% |
77% |
59% |
The table below shows all of the Buy Signals going back to
1987. Keep in mind the SPY's began in 1993 so I had to use the S&P 500
values before 1993 and divided by 10 to get a simulated SPY price. Also the SPY's were adjusted prior to 1998 to account
for the much lower prices in those days as well. For example in 1993 the
SPY's traded in the $40's versus today's prices which are in the mid
100's. Thus a 50 cent gain in 1993 is more like a $1.50 gain based on today's
levels in the SPY's.
End of Month Buy Signals for the SPY's from 1987-2007
| |
|
|
|
Max |
Max |
|
Adjusted |
Adjusted |
| Signal |
Open
Price |
5
Day |
10
Day |
5
Day |
10
Day |
|
5
Day |
10
Day |
| Date |
Next
Day |
High |
High |
Gain |
Gain |
|
Gain |
Gain |
| |
|
|
|
|
|
|
|
|
| 6/26/2007 |
148.24 |
152.50 |
153.36 |
4.26 |
5.12 |
|
4.26 |
5.12 |
| 6/6/2007 |
151.56 |
152.07 |
153.66 |
0.51 |
2.10 |
|
0.51 |
2.10 |
| 3/5/2007 |
138.78 |
141.42 |
141.42 |
2.64 |
2.64 |
|
2.64 |
2.64 |
| 3/2/2007 |
137.93 |
141.42 |
141.42 |
3.49 |
3.49 |
|
3.49 |
3.49 |
| 2/27/2007 |
140.39 |
141.98 |
141.98 |
1.59 |
1.59 |
|
1.59 |
1.59 |
| 1/5/2007 |
140.82 |
143.24 |
143.46 |
2.42 |
2.64 |
|
2.42 |
2.64 |
| 12/22/2006 |
140.81 |
142.70 |
142.70 |
1.89 |
1.89 |
|
1.89 |
1.89 |
| 11/27/2006 |
138.24 |
141.55 |
142.30 |
3.31 |
4.06 |
|
3.31 |
4.06 |
| 11/1/2006 |
136.51 |
139.05 |
140.45 |
2.54 |
3.94 |
|
2.54 |
3.94 |
| 9/6/2006 |
130.06 |
132.45 |
132.77 |
2.39 |
2.71 |
|
2.39 |
2.71 |
| 6/27/2006 |
124.24 |
128.01 |
128.01 |
3.77 |
3.77 |
|
3.77 |
3.77 |
| 5/23/2006 |
125.68 |
128.38 |
129.43 |
2.70 |
3.75 |
|
2.70 |
3.75 |
| 2/28/2006 |
128.60 |
130.07 |
130.07 |
1.47 |
1.47 |
|
1.47 |
1.47 |
| 2/3/2006 |
126.44 |
127.60 |
129.40 |
1.16 |
2.96 |
|
1.16 |
2.96 |
| 2/2/2006 |
126.61 |
127.60 |
129.21 |
0.99 |
2.60 |
|
0.99 |
2.60 |
| 12/30/2005 |
125.10 |
129.06 |
129.44 |
3.96 |
4.34 |
|
3.96 |
4.34 |
| 12/29/2005 |
125.00 |
128.58 |
129.44 |
3.58 |
4.44 |
|
3.58 |
4.44 |
| 12/27/2005 |
125.74 |
127.49 |
129.06 |
1.75 |
3.32 |
|
1.75 |
3.32 |
| 11/30/2005 |
126.02 |
127.74 |
128.09 |
1.72 |
2.07 |
|
1.72 |
2.07 |
| 10/5/2005 |
119.78 |
120.26 |
120.26 |
0.48 |
0.48 |
|
0.48 |
0.48 |
| 10/4/2005 |
121.29 |
121.31 |
121.31 |
0.02 |
0.02 |
|
0.02 |
0.02 |
| 8/26/2005 |
120.41 |
123.15 |
124.74 |
2.74 |
4.33 |
|
2.74 |
4.33 |
| 8/24/2005 |
121.35 |
122.66 |
124.13 |
1.31 |
2.78 |
|
1.31 |
2.78 |
| 8/5/2005 |
123.17 |
124.50 |
124.50 |
1.33 |
1.33 |
|
1.33 |
1.33 |
| 6/24/2005 |
118.97 |
120.40 |
122.10 |
1.43 |
3.13 |
|
1.43 |
3.13 |
| 6/23/2005 |
119.88 |
120.40 |
120.65 |
0.52 |
0.77 |
|
0.52 |
0.77 |
| 4/28/2005 |
115.07 |
118.00 |
118.08 |
2.93 |
3.01 |
|
2.93 |
3.01 |
| 3/29/2005 |
116.78 |
118.99 |
119.26 |
2.21 |
2.48 |
|
2.21 |
2.48 |
| 3/23/2005 |
117.46 |
118.46 |
119.26 |
1.00 |
1.80 |
|
1.00 |
1.80 |
| 2/22/2005 |
118.97 |
121.52 |
123.25 |
2.55 |
4.28 |
|
2.55 |
4.28 |
| 1/24/2005 |
116.91 |
118.25 |
120.52 |
1.34 |
3.61 |
|
1.34 |
3.61 |
| 1/5/2005 |
118.44 |
119.46 |
119.62 |
1.02 |
1.18 |
|
1.02 |
1.18 |
| 10/22/2004 |
109.40 |
113.29 |
117.29 |
3.89 |
7.89 |
|
3.89 |
7.89 |
| 9/27/2004 |
110.56 |
114.09 |
114.33 |
3.53 |
3.77 |
|
3.53 |
3.77 |
| 9/23/2004 |
110.82 |
111.63 |
114.33 |
0.81 |
3.51 |
|
0.81 |
3.51 |
| 9/22/2004 |
111.25 |
111.50 |
114.33 |
0.25 |
3.08 |
|
0.25 |
3.08 |
| 8/5/2004 |
107.28 |
108.06 |
109.82 |
0.78 |
2.54 |
|
0.78 |
2.54 |
| 7/23/2004 |
108.84 |
110.55 |
111.01 |
1.71 |
2.17 |
|
1.71 |
2.17 |
| 7/6/2004 |
111.46 |
112.22 |
112.22 |
0.76 |
0.76 |
|
0.76 |
0.76 |
| 4/30/2004 |
111.02 |
112.91 |
112.91 |
1.89 |
1.89 |
|
1.89 |
1.89 |
| 11/20/2003 |
103.89 |
106.31 |
107.42 |
2.42 |
3.53 |
|
2.42 |
3.53 |
| 9/26/2003 |
99.95 |
103.93 |
104.87 |
3.98 |
4.92 |
|
3.98 |
4.92 |
| 9/25/2003 |
100.09 |
102.21 |
104.87 |
2.12 |
4.78 |
|
2.12 |
4.78 |
| 9/24/2003 |
101.06 |
101.83 |
104.04 |
0.77 |
2.98 |
|
0.77 |
2.98 |
| 8/22/2003 |
99.36 |
101.13 |
103.53 |
1.77 |
4.17 |
|
1.77 |
4.17 |
| 8/5/2003 |
96.34 |
99.24 |
100.59 |
2.90 |
4.25 |
|
2.90 |
4.25 |
| 8/1/2003 |
97.96 |
98.65 |
99.50 |
0.69 |
1.54 |
|
0.69 |
1.54 |
| 6/30/2003 |
96.90 |
100.94 |
101.55 |
4.04 |
4.65 |
|
4.04 |
4.65 |
| 6/27/2003 |
97.87 |
100.55 |
101.55 |
2.68 |
3.68 |
|
2.68 |
3.68 |
| 6/25/2003 |
97.42 |
99.44 |
101.05 |
2.02 |
3.63 |
|
2.02 |
3.63 |
| 3/31/2003 |
84.90 |
90.50 |
90.50 |
5.60 |
5.60 |
|
5.60 |
5.60 |
| 3/4/2003 |
82.26 |
83.19 |
87.00 |
0.93 |
4.74 |
|
0.93 |
4.74 |
| 1/30/2003 |
83.80 |
86.46 |
86.46 |
2.66 |
2.66 |
|
2.66 |
2.66 |
| 1/24/2003 |
85.38 |
86.83 |
86.83 |
1.45 |
1.45 |
|
1.45 |
1.45 |
| 12/27/2002 |
87.44 |
93.14 |
93.29 |
5.70 |
5.85 |
|
5.70 |
5.85 |
| 12/5/2002 |
89.77 |
91.82 |
91.82 |
2.05 |
2.05 |
|
2.05 |
2.05 |
| 9/24/2002 |
83.02 |
85.62 |
85.62 |
2.60 |
2.60 |
|
2.60 |
2.60 |
| 9/3/2002 |
88.26 |
91.43 |
92.98 |
3.17 |
4.72 |
|
3.17 |
4.72 |
| 8/28/2002 |
90.92 |
93.04 |
93.04 |
2.12 |
2.12 |
|
2.12 |
2.12 |
| 8/5/2002 |
84.88 |
91.59 |
95.40 |
6.71 |
10.52 |
|
6.71 |
10.52 |
| 7/2/2002 |
94.27 |
99.35 | |