Vanda Pharmaceuticals Inc (NASDAQ:VNDA) and Technical Analysis: Buy the Dip Trigger to Get Long: Bollinger Bands and RSI
Date Published: 2022-03-19
DisclaimerThe results here are provided for general informational purposes from the CMLviz Trade Machine Stock Option Backtester as a convenience to the readers. The materials are not a substitute for obtaining professional advice from a qualified person, firm or corporation.
Preface: Using Charts and Computations Simultaneously to Buy the Dip"Buying the Dip" takes on many forms in the world of technical analysis, but following market mantras is insufficient for a trader looking to be data driven and precise.
Rather than "draw lines on that chart that time," we tested a specific "Buy the Dip" set-up, across a decade and half of data and tens of thousands of backtests.
In this case we identified two requirements. This doesn't mean it's a trigger now, it means when it has happened, that has led to historically good returns, and in particular, good risk adjusted returns.
These are the two technical requirements:
Here is the set-up in Stock TradeMachine®.
Translated from an image into words:
1. Wait until the day that the stock price dips below the bottom band of a two standard deviation Bollinger Band.
2. The 14-day RSI is below 30; this is a common requirement for an oversold condition.
This strategy is a buy the dip that does not wait for technical recovery, but instead looks to win if the stock rallies in the short- to intermediate-term. For this example we use a 22-trading day holding period (22 trading days is about one calendar month) after the trigger.
After rigorous testing over multiple time periods including, but not limited to, the 13-year period from January 2007 through March 2020, and the Great Recession (September 2007 through March 2009) and over 100,000 back-tests, today we demonstrate the technical conditions that have provided a strong intermediate-term bullish trigger for Vanda Pharmaceuticals Inc (NASDAQ:VNDA) .
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CML Efficiency Score™At Capital Market Laboratories (CMLviz), we created a standardized reward to risk measurement for backtests called the CML Efficiency Score™ (ES).
The ES takes the average trade return from each triggered backtest (the 'reward') and divides it by the maximum drawdown (the risk).
The max drawdown is measured as the largest open-to-trough decline in the value of a backtest for each new opening trade.
Our view is that an CML Efficiency Score above 0.8 is very good and above 1.0 is excellent. A number above 1.0 indicates that the average return is in fact larger than the maximum realized loss.
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5-Year Backtest Results: A Bollinger Collapse and RSI in Vanda Pharmaceuticals IncHere are the results of a long stock position held for 22 trading days tested over the last 5-years in Vanda Pharmaceuticals Inc once the two technical requirements have been met:
The mechanics of the Stock TradeMachine® are that it uses end of day prices for every back-test entry and exit (every trigger).
We see 5 wins and 1 losses with a total backtest return of 36.1%.
We note an CML Efficiency Score™ just below 0.8.
One-Year Backtest Results: A Bollinger Collapse and RSI in Vanda Pharmaceuticals IncHere are the results of that same trigger, but focused one just the last year:
We note an CML Efficiency Score™ above 1.00, which is excellent.
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Past results are not necessarily indicative of future results. The risk of loss in trading can be substantial, carefully consider the inherent risks of such an investment in light of your financial condition.
Please note that the executions and other statistics in this article are hypothetical, and do not reflect the impact, if any, of certain market factors such as liquidity and slippage.