Seeking Alpha

Scott's Investm...'s  Instablog

Scott's Investments
Send Message
I am an independent investor writing at Scott's Investments (http://www.scottsinvestments.com). My site is dedicated to discussing and publicly tracking historically successful investments strategies and sharing free investment resources. I emphasize empirical, historical, and quantitative... More
My company:
Scott's Investments / Stock Loon LLC
My blog:
Scott's Investments
  • Backtesting the 200 Day Moving Average on SPY 1 comment
    Sep 15, 2009 12:28 AM | about stocks: SPY
    No disclosure

    Last week I did my first backtest using Ninja Trader on SPY and QQQQ. I began with a backtest of a system detailed in Mebane Faber's The Ivy Portfolio: How to Invest Like the Top Endowments and Avoid Bear Markets, which showed promising results in my limited test when compared to buy and hold.

    This second test will be a test of a 200 day moving average system using daily indicators. A long entry is triggered on the open the day after SPY's closing price is above the 200 day simple moving average. The position is exited on the open the day after SPY's closing price is below the 2oo day SMA. The system is monitored daily.

    All data is split adjusted but not adjusted for dividends. I hope to have dividend adjustments integrated at some point, but for now the data is not adjusted for dividends. All tests exclude slippage and commissions, which can be significant depending on the frequency a system has you trading, and do not account for any taxes. Both taxes and commissions could be avoided if the strategy was traded in an IRA and trades were made commission-free using a broker like Zecco.com which is now offering 10 free trades per month by simply having a $25,000 balance in a brokerage account. I used 1 share as the default quantity simply because I am interested in percentage returns and returns relative to buy and hold. So in short these results are not necessarily indicative of what you may experience in the real world but can act as a starting point for the validity of a system.

    The conclusion from this limited test? Using daily indicators on the SPY has created more trades, is prone to whipsaws, and has not improved returns versus Faber's 10 month SMA system. However, having said that, it has outperformed buy and holding SPY which showed a cumulative profit of 138.28% vs. 164.49% using the 200 day moving average. Keep in mind that dividends are excluded in both performance numbers, and the cash return % when the 200 day moving average system is in cash (not long) is assumed to be 0%.  I will run this same test with different securities in the coming days and publish the results on Scott's Investments.

    Performance All Trades Long Trades
    Total Net Profit 77.11 77.11
    Gross Profit 144.88 144.88
    Gross Loss -67.77 -67.77
    Commission 0 0
    Profit Factor 2.14 2.14
    Cumulated Profit 164.49% 164.49%
    Max. Drawdown -21.09% -21.09%
    Sharpe Ratio 0.04 0.04
         
    Start Date 1/1/1993  
    End Date 9/13/2009  
         
    Total # of Trades 69 69
    Percent Profitable 33.33% 33.33%
    # of Winning Trades 23 23
    # of Losing Trades 46 46
         
    Average Trade 1.79% 1.79%
    Average Winning Trade 8.06% 8.06%
    Average Losing Trade -1.34% -1.34%
    Ratio avg. Win / avg. Loss 6.02 6.02
         
    Max. conseq. Winners 3 3
    Max. conseq. Losers 9 9
    Largest Winning Trade 64.87% 64.87%
    Largest Losing Trade -5.22% -5.22%
         
    # of Trades per Day 0.01 0.01
    Avg. Time in Market 59.01 days 59.01 days
    Avg. Bars in Trade 40.7 40.7
    Profit per Month 0.49% 0.49%
    Max. Time to Recover 2516 days 2516 days
    Trade-# Entry price Exit price Entry time Exit time Profit Cum. profit Bars
    1 43.97 44.47 2/1/1993 2/16/93 1.14% 1.14% 11
    2 44.44 44.44 2/26/1993 4/5/93 0.00% 1.14% 27
    3 44.88 44.63 4/13/1993 4/21/93 -0.56% 0.57% 7
    4 44.44 44.38 5/12/1993 5/13/93 -0.14% 0.44% 2
    5 45.03 44.63 5/20/1993 6/21/93 -0.89% -0.45% 22
    6 44.78 44.63 6/25/1993 7/6/93 -0.33% -0.79% 7
    7 44.84 44.59 7/9/1993 7/23/93 -0.56% -1.34% 11
    8 44.84 46 7/26/1993 3/28/94 2.59% 1.21% 172
    9 46.55 45.55 6/15/1994 6/20/94 -2.15% -0.96% 4
    10 46.17 45.7 8/3/1994 8/5/94 -1.02% -1.97% 3
    11 46.03 46.05 8/11/1994 8/12/94 0.04% -1.93% 2
    12 46.38 46.31 8/15/1994 9/21/94 -0.15% -2.08% 27
    13 46.47 46.2 9/29/1994 10/3/94 -0.58% -2.65% 3
    14 46.69 45.83 10/12/1994 11/22/94 -1.84% -4.44% 30
    15 46.16 45.7 12/22/1994 1/3/95 -1.00% -5.39% 7
    16 46.03 62.84 1/5/1995 7/16/96 36.52% 29.16% 387
    17 63.75 61.94 7/18/1996 7/24/96 -2.84% 25.49% 5
    18 63.63 63.44 7/29/1996 7/30/96 -0.30% 25.12% 2
    19 63.67 104.97 7/31/1996 8/28/98 64.87% 106.28% 526
    20 106.31 103.12 9/24/1998 9/25/98 -3.00% 100.09% 2
    21 107.97 107.72 10/23/1998 10/26/98 -0.23% 99.62% 2
    22 108.44 106.56 10/27/1998 10/28/98 -1.73% 96.16% 2
    23 110.12 127.75 10/30/1998 9/24/99 16.01% 127.57% 227
    24 132.86 128.48 10/7/1999 10/14/99 -3.30% 120.07% 6
    25 135.84 135.81 10/29/1999 1/31/00 -0.02% 120.02% 64
    26 139.75 135.19 2/1/2000 2/22/00 -3.26% 112.84% 15
    27 136.69 135.19 2/24/2000 2/25/00 -1.10% 110.50% 2
    28 137.63 136.88 3/1/2000 3/15/00 -0.54% 109.36% 11
    29 141.63 135.19 3/16/2000 4/17/00 -4.55% 99.84% 23
    30 140.56 140.13 4/18/2000 5/11/00 -0.31% 99.23% 17
    31 141.81 138 5/12/2000 5/24/00 -2.69% 93.87% 9
    32 140.69 138.81 5/25/2000 5/26/00 -1.34% 91.28% 2
    33 142.56 142.94 5/31/2000 7/31/00 0.27% 91.79% 43
    34 143.63 145.13 8/1/2000 9/19/00 1.04% 93.79% 35
    35 145.69 144.47 9/20/2000 9/21/00 -0.84% 92.17% 2
    36 145.94 144.38 9/25/2000 9/26/00 -1.07% 90.12% 2
    37 145.47 144.28 9/29/2000 10/2/00 -0.82% 88.56% 2
    38 117.7 116.79 1/7/2002 1/8/02 -0.77% 87.10% 2
    39 115.33 115.1 3/5/2002 3/6/02 -0.20% 86.73% 2
    40 117.36 113.52 3/7/2002 3/26/02 -3.27% 80.62% 14
    41 113.98 114.01 4/2/2002 4/3/02 0.03% 80.67% 2
    42 88.84 88.3 4/15/2003 4/17/03 -0.61% 79.57% 3
    43 89.86 110.75 4/21/2003 7/19/04 23.25% 121.32% 314
    44 111.82 109.36 7/21/2004 7/22/04 -2.20% 116.45% 2
    45 112.33 111.6 9/3/2004 9/23/04 -0.65% 115.04% 14
    46 114.1 111.68 10/4/2004 10/14/04 -2.12% 110.48% 9
    47 112.78 114.12 10/28/2004 4/18/05 1.19% 112.98% 118
    48 115.74 115.86 4/22/2005 4/25/05 0.10% 113.20% 2
    49 115.96 114.86 4/26/2005 4/27/05 -0.95% 111.18% 2
    50 116.07 116.3 5/3/2005 5/13/05 0.20% 111.60% 9
    51 116.41 119.78 5/17/2005 10/6/05 2.89% 117.72% 100
    52 120.58 125.68 11/1/2005 5/24/06 4.23% 126.93% 141
    53 126.92 125.58 5/25/2006 6/8/06 -1.06% 124.54% 10
    54 127.54 125.45 6/30/2006 7/13/06 -1.64% 120.86% 9
    55 126.59 126.58 7/26/2006 8/10/06 -0.01% 120.84% 12
    56 127.17 127.63 8/11/2006 8/14/06 0.36% 121.64% 2
    57 129.32 144.21 8/16/2006 8/6/07 11.51% 147.16% 244
    58 145.94 146.5 8/7/2007 8/13/07 0.38% 148.11% 5
    59 147.34 144.37 8/23/2007 8/29/07 -2.02% 143.10% 5
    60 145.45 146.52 8/30/2007 9/10/07 0.74% 144.89% 7
    61 147.29 147.99 9/12/2007 11/8/07 0.48% 146.06% 42
    62 148.19 146.66 12/3/2007 12/4/07 -1.03% 143.52% 2
    63 148.63 151.06 12/6/2007 12/12/07 1.63% 147.50% 5
    64 148.32 146.61 12/13/2007 12/17/07 -1.15% 144.64% 3
    65 148.65 148.54 12/26/2007 12/28/07 -0.07% 144.46% 3
    66 142.27 141.81 5/20/2008 5/21/08 -0.32% 143.67% 2
    67 94.4 89.47 6/2/2009 6/23/09 -5.22% 130.95% 16
    68 89.67 88.59 6/25/2009 7/8/09 -1.20% 128.17% 9
    69 90.38 104.77 7/14/2009 9/11/09 15.92% 164.49% 43
Back To Scott's Investments' Instablog HomePage »

Instablogs are blogs which are instantly set up and networked within the Seeking Alpha community. Instablog posts are not selected, edited or screened by Seeking Alpha editors, in contrast to contributors' articles.

This post has 1 comment:

Track new comments on this article
  • Scott, Can you do backtest on entering early and exit late? enter 200 or 300 moving average, but exit at 50 day moving average...
    29 Dec 2010, 03:48 PM Reply Like
Full index of posts »
Latest Followers

StockTalks

More »

Latest Comments


Posts by Themes
Instablogs are Seeking Alpha's free blogging platform customized for finance, with instant set up and exposure to millions of readers interested in the financial markets. Publish your own instablog in minutes.