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Price Performance Index Strategy

Author: ChaoZhang, Date: 2023-09-21 16:19:31
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Overview

This strategy uses the Price Performance Index (PPI) to determine market trend direction - going long when PPI rises and short when it falls. PPI calculates price change percentage over a period to gauge price momentum and future direction.

Strategy Logic

Main logic:

  • PPI calculates percentage price change over a period (default 14 days)

  • When PPI rises, it indicates increasing price - go long

  • When PPI falls, it indicates decreasing price - go short

  • Option to reverse trade signals

Rising PPI shows accumulating upward momentum, falling PPI shows downward momentum. Tracking PPI with proper parameters can capture medium-long term trends.

Advantages

  • Simple indicator to determine price trend and momentum

  • Customizable parameters fit various products

  • Clear and intuitive trading logic

  • Reversal trading adapts to different market environments

Risks

  • Unable to filter out short-term noise, prone to false breakouts

  • No position sizing or stop loss management

  • Poor parameters may miss trends or over-trade

Mitigations:

  • Optimize parameters to balance stability and sensitivity

  • Add stop loss to control loss per trade

  • Consider position sizing to lower risk per trade

Enhancement Opportunities

  • Test parameter combinations for different products

  • Add other filters to screen false signals

  • Develop dynamic position sizing mechanism

  • Add trailing or time-based stop loss

  • ML to judge signal quality

Conclusion

This strategy determines trend by price performance index, with simplicity and universality. Further improvements in parameters, risk controls etc. can make it a robust quant strategy. It provides an effective approach of using simple indicators for trend detection.


/*backtest
start: 2022-09-14 00:00:00
end: 2023-09-20 00:00:00
period: 1d
basePeriod: 1h
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

//@version=2
////////////////////////////////////////////////////////////
//  Copyright by HPotter v1.0 23/03/2018
// The Performance indicator or a more familiar term, KPI (key performance indicator), 
// is an industry term that measures the performance. Generally used by organizations, 
// they determine whether the company is successful or not, and the degree of success. 
// It is used on a business’ different levels, to quantify the progress or regress of a 
// department, of an employee or even of a certain program or activity. For a manager 
// it’s extremely important to determine which KPIs are relevant for his activity, and 
// what is important almost always depends on which department he wants to measure the 
// performance for.  So the indicators set for the financial team will be different than 
// the ones for the marketing department and so on.
//
// Similar to the KPIs companies use to measure their performance on a monthly, quarterly 
// and yearly basis, the stock market makes use of a performance indicator as well, although 
// on the market, the performance index is calculated on a daily basis. The stock market 
// performance indicates the direction of the stock market as a whole, or of a specific stock 
// and gives traders an overall impression over the future security prices, helping them decide 
// the best move. A change in the indicator gives information about future trends a stock could 
// adopt, information about a sector or even on the whole economy. The financial sector is the 
// most relevant department of the economy and the indicators provide information on its overall 
// health, so when a stock price moves upwards, the indicators are a signal of good news. On the 
// other hand, if the price of a particular stock decreases, that is because bad news about its 
// performance are out and they generate negative signals to the market, causing the price to go 
// downwards. One could state that the movement of the security prices and consequently, the movement 
// of the indicators are an overall evaluation of a country’s economic trend.
//
// You can change long to short in the Input Settings
// WARNING:
//  - For purpose educate only
//  - This script to change bars colors.
////////////////////////////////////////////////////////////
strategy(title="Perfomance index Backtest")
Period = input(14, minval=1)
reverse = input(false, title="Trade reverse")
xKPI = (close - close[Period]) * 100 / close[Period]
clr = iff(xKPI > 0, green, red)
p1 = plot(xKPI, color=blue, title="KPI")
p2 = plot(0, color=blue, title="0")
pos = iff(xKPI > 0, 1,
       iff(xKPI < 0, -1, nz(pos[1], 0))) 
possig = iff(reverse and pos == 1, -1,
          iff(reverse and pos == -1, 1, pos))	   
if (possig == 1) 
    strategy.entry("Long", strategy.long)
if (possig == -1)
    strategy.entry("Short", strategy.short)	   	    
barcolor(possig == -1 ? red: possig == 1 ? green : blue ) 
fill(p1,p2,color=clr)

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