Study: Sell PVR when there is Bearish Crossover in MACD

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In this study, we evaluate the performance of strategy "Sell PVR when there is Bearish Crossover in MACD" under various conditions.

X Analysis

In the table below, we find out the performance of this trading strategy under following scenario: sell PVR at the closing price whenever the signal triggers (Rs. 2Lac per trade). Then cover the position "X" trading days later at close_price i.e. buy after "X" trading days. Here are the results of this study:

X DaysNet ProfitTotal TradesWinning TradesLosing Trades% ProfitableAvg Winning TradeMax Winning TradeAvg Losing TradeMax Losing TradeWin/Loss RatioProfit FactorSharpe RatioAvg Trade
175849.83109614855.963369.0314951.46-2701.28-10295.061.251.580.046695.87
253303.4109595054.135154.717797.64-5016.48-21972.221.031.210.02489.02
3-75713.11109525747.715946.9529126.21-6753.59-45590.960.880.8-0.02-694.62
4-85738.31109476243.127629.5935213.8-7166.6-67954.781.060.81-0.019-786.59
5-97103.09109456441.289105.3847754.22-7919.45-71079.141.150.81-0.019-890.85
6-98597.82109525747.719307.8850592.89-10221.19-64748.20.910.83-0.017-904.57
7-59801.51109496044.959591.9754042.4-8830.14-55539.571.090.89-0.011-548.64
8-129799109476243.129829.8761228.89-9545.21-53114.081.030.78-0.023-1190.82
9-161512109496044.959472.1759647.86-10427.47-52332.990.910.74-0.028-1481.76
10-206417109486144.049827.4163456.7-11116.93-53401.850.880.7-0.034-1893.73

From the table above, we see that best results are achieved by holding positions for 1 trading days. Profit factor is 1.58. Strategy is showing mildly bearish results but we advice not to take a call solely on the basis of this study. Percentage of profitable trades is 55.96%, which is not acceptable. Avoid this strategy. Average return per trade is 0.35%, which is not very high, don't trade solely on the basis of this study. Sharpe Ratio is 0.046, which is low, don't trade solely on the basis of this study.

Strategy Analysis - Exit Criteria

In the study above, exit criterion was that hold the position for "X" trading days. That's one possible exit criterion. However, we can have more elaborate exit criteria. Now we study this strategy under other exit criteria. There are 3 things which you must get to know before proceeding further. Table below shows the performance of this strategy under various exit combinations. Note that nil,nil,-1 is a special exit combination where we just take the best result of "X" Analysis study above.

Stop LossAdjust Stop LossTargetAvg Holding PeriodNet ProfitTotal TradesWinning TradesLosing Trades% ProfitableAvg Winning TradeMax Winning TradeAvg Losing TradeMax Losing TradeWin/Loss RatioProfit FactorSharpe RatioAvg Trade
nilnil-1175849.83109614855.963369.0314951.46-2701.28-10295.061.251.580.046695.87
atrnil25.68-266632130369427.6916057.4333279.65-8986.17-33291.81.790.68-0.047-2051.02
atrnil38.43-291635123249919.5124609.0349919.48-8911.64-33291.82.760.67-0.046-2371.02
atrtrail24.2-2232061343310124.6312849.2533279.65-6408.23-13278.182.010.66-0.048-1665.72
atrtrail34.75-2570331343110323.1312796.3448832.79-6346.79-13278.182.020.61-0.053-1918.16
atrtrail-15.02-3107851343010422.3911501.7968453.17-6306.14-13278.181.820.53-0.065-2319.29

In the table above, row 1 shows the best exit criterion. Profit factor is 1.58. Strategy is showing mildly bearish results but we advice not to take a call solely on the basis of this study. Percentage of profitable trades is 55.96%, which is not acceptable. Avoid this strategy. Average return per trade is 0.35%, which is not very high, don't trade solely on the basis of this study. Sharpe Ratio is 0.046, which is low, don't trade solely on the basis of this study.
In the chart below, we plot cumulative trade gain versus trades using the best exit criterion.
PVR Performance, X=1, Profit Factor:1.58

Yearwise Summary of trades in above chart

YearNumber of TradesTrade Dates
2019618 Jan 2019 (0.38%), 26 Mar 2019 (-2.68%), 09 May 2019 (2.45%), 23 May 2019 (3.31%), 29 Jul 2019 (5.4%), 09 Oct 2019 (1.32%)
20181018 Jan 2018 (-0.82%), 22 Feb 2018 (1.04%), 19 Mar 2018 (0.41%), 11 May 2018 (0.29%), 22 Jun 2018 (-0.1%), 13 Jul 2018 (4.71%), 10 Sep 2018 (-0.67%), 21 Nov 2018 (0.16%), 10 Dec 2018 (-1.57%), 24 Dec 2018 (-0.32%)
2017731 Jan 2017 (-0.55%), 27 Mar 2017 (-1.06%), 21 Apr 2017 (-1.15%), 28 Jun 2017 (-0.87%), 11 Aug 2017 (-0.16%), 21 Sep 2017 (4.96%), 01 Nov 2017 (1.0%)
20161211 Jan 2016 (2.16%), 11 Feb 2016 (0.99%), 10 May 2016 (-1.61%), 22 Jun 2016 (-0.11%), 11 Jul 2016 (-1.88%), 03 Aug 2016 (-0.82%), 22 Aug 2016 (0.49%), 08 Sep 2016 (1.47%), 27 Sep 2016 (0.27%), 03 Nov 2016 (-1.92%), 02 Dec 2016 (2.79%), 21 Dec 2016 (0.33%)
2015819 Jan 2015 (0.35%), 25 Feb 2015 (0.26%), 20 Mar 2015 (-2.52%), 10 Jun 2015 (-0.26%), 05 Aug 2015 (0.01%), 16 Sep 2015 (-0.4%), 23 Oct 2015 (-0.3%), 07 Dec 2015 (0.67%)
2014908 Jan 2014 (-1.3%), 20 Feb 2014 (-1.96%), 29 Apr 2014 (1.61%), 16 May 2014 (-0.09%), 16 Jun 2014 (-1.63%), 01 Jul 2014 (0.76%), 18 Aug 2014 (-0.48%), 18 Sep 2014 (-5.15%), 24 Nov 2014 (2.05%)
2013914 Jan 2013 (2.09%), 25 Mar 2013 (-1.87%), 17 May 2013 (1.91%), 21 Jun 2013 (2.49%), 24 Jul 2013 (-2.55%), 24 Sep 2013 (-0.59%), 11 Oct 2013 (-1.13%), 11 Nov 2013 (1.45%), 09 Dec 2013 (2.41%)
20121002 Feb 2012 (0.72%), 22 Feb 2012 (-1.98%), 09 Apr 2012 (0.28%), 03 May 2012 (0.13%), 12 Jun 2012 (0.53%), 24 Jul 2012 (-0.12%), 22 Aug 2012 (1.28%), 08 Nov 2012 (-1.55%), 26 Nov 2012 (2.59%), 14 Dec 2012 (-1.9%)
2011931 Jan 2011 (0.94%), 11 Mar 2011 (0.15%), 19 Apr 2011 (-1.9%), 09 May 2011 (-0.61%), 20 Jun 2011 (0.25%), 05 Aug 2011 (0.12%), 28 Sep 2011 (-1.51%), 16 Nov 2011 (1.7%), 09 Dec 2011 (2.49%)
2010725 Feb 2010 (0.35%), 25 Jun 2010 (-1.76%), 09 Jul 2010 (-0.66%), 26 Jul 2010 (0.6%), 21 Sep 2010 (1.76%), 29 Oct 2010 (-0.21%), 16 Nov 2010 (0.06%)
2009521 Jan 2009 (7.48%), 28 Apr 2009 (1.11%), 11 Jun 2009 (4.63%), 17 Aug 2009 (-3.12%), 05 Oct 2009 (2.25%)
2008629 Feb 2008 (4.99%), 13 May 2008 (0.32%), 23 Jun 2008 (0.47%), 04 Aug 2008 (-3.42%), 27 Aug 2008 (2.6%), 28 Nov 2008 (4.83%)
2007519 Jan 2007 (-2.83%), 11 May 2007 (0.32%), 28 May 2007 (2.15%), 27 Jul 2007 (1.24%), 17 Sep 2007 (0.88%)
2006619 Apr 2006 (-2.91%), 20 Jul 2006 (-0.18%), 29 Aug 2006 (-3.2%), 28 Sep 2006 (-0.41%), 09 Nov 2006 (-0.04%), 11 Dec 2006 (5.57%)



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