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Andean Scalping

Script from: TradingView

Swing

Scalping

Trend following

Momentum

Volume

Volatility

Andean Scalping is a strategy utilizing the Andean Oscillator to analyze trends and employs a simple moving average (SMA 1000) with a 1.1 factor on the signal line for filtering minor fluctuations. The take profit (TP) and stop loss (SL) are set using average true range (ATR) bands with a 3x multiplier. Recent updates include adjustable input variables and an optimized ADX threshold for BTC. Caution is advised due to potential overfitting.

TetherUS / USD (USDTUSD)

+ Andean Scalping

@ 2 h

2.11

Risk Reward

202.57 %

Total ROI

85

Total Trades

Cronos/Tether (CROUSDT)

+ Andean Scalping

@ Daily

1.99

Risk Reward

45.74 %

Total ROI

45

Total Trades

XDC / Dollar (XDCUSD)

+ Andean Scalping

@ 4 h

1.61

Risk Reward

130.62 %

Total ROI

137

Total Trades

TetherUS / USD (USDTUSD)

+ Andean Scalping

@ 1 h

1.52

Risk Reward

59.56 %

Total ROI

121

Total Trades

KAIA / TetherUS (KAIAUSDT)

+ Andean Scalping

@ 1 h

1.51

Risk Reward

17.22 %

Total ROI

29

Total Trades

Premium users only

Premium users can access all backtests with a Risk/Reward Ratio > 3

@ 4 h

15.27

Risk Reward

66.68 %

Total ROI

16

Total Trades

Netflix, Inc. (NFLX)

+ Andean Scalping

@ Daily

2.89

Risk Reward

29.92 %

Total ROI

22

Total Trades

Newmont Corporation (NEM)

+ Andean Scalping

@ 2 h

2.54

Risk Reward

19.85 %

Total ROI

16

Total Trades

Palantir Technologies Inc. (PLTR)

+ Andean Scalping

@ Daily

2.21

Risk Reward

27.64 %

Total ROI

22

Total Trades

Sirius XM Holdings Inc. (SIRI)

+ Andean Scalping

@ Daily

1.84

Risk Reward

13.08 %

Total ROI

18

Total Trades

Sirius XM Holdings Inc. (SIRI)

+ Andean Scalping

@ Daily

1.84

Risk Reward

13.08 %

Total ROI

18

Total Trades

BILL Holdings, Inc. (BILL)

+ Andean Scalping

@ 2 h

1.70

Risk Reward

37.22 %

Total ROI

47

Total Trades
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Guide

How does the Andean Scalping strategy work ?

The Andean Scalping strategy leverages the Andean Oscillator to identify market trends. It filters out insignificant price movements by setting a threshold on the Andean Signal line. This is achieved through a moving average (SMA) of 1000 periods, scaled by a factor of 1.1.

For exits, the strategy employs take profit (TP) and stop loss (SL) levels determined by Average True Range (ATR) bands, enhanced by a multiplier of 3x. This method aims to capture significant price swings while mitigating risk.

  • Andean Signal Threshold Length: Configurable with a default of 1000, this input determines the period of the SMA filter applied to the Andean Signal line.
  • Andean Signal Threshold Multiplier: A default value of 1.1 is set as a factor for the SMA threshold, articulating the strategy’s sensitivity to trend changes.
  • ADX Threshold: Set at 39.4, this parameter assists in gauging the strength of a trend specifically optimized for BTCPERP on a 15-minute timeframe trading on FTX, but cautions suggest this may be overfit for Bitcoin markets.
  • Trailing Take Profit: The strategy also offers a trailing take profit option, calculated as 0.01 times the ATR, allowing potential for profit expansion in favorable market moves.

How to use the Andean Scalping strategy ?

To use the Andean Scalping strategy in TradingView, first add the script to your chart by searching for "Andean Scalping" in the TradingView's public library or entering the script if it is private. Once added, you can adjust the following key parameters:

  • Andean Signal Threshold Length (1000 is default)
  • Andean Signal Threshold Multiplier (1.1 is default)
  • ADX threshold (Set to 39.4 based on optimization for BTCPERP 15m on FTX)
  • ATR multiplier for TP/SL (3x is default)
  • Trailing take profit factor (Set to 0.01 x ATR based on optimization)

Test the strategy across multiple symbols and markets to ensure robustness and avoid overfitting the parameters to one instrument.

For real trading, consider automating this strategy using TradingView's integration with brokers or exchanges, if available. Otherwise, set up alerts based on your strategy's criteria to notify you for potential entries and exits. Manual oversight is advised to handle unexpected market conditions or to follow any personal rules outside of the strategy's scope.

Backtesting the Andean Scalping strategy is essential. Pay close attention to historical results but also scrutinize for any potential cases of overfitting. Refine your strategy by adjusting the input parameters and continue testing until you find an optimal risk/reward ratio that aligns with your trading goals and risk tolerance.

How to optimize the Andean Scalping trading strategy ?

Enhancing the Andean Scalping strategy for manual trading involves refining its core components, implementing additional technical tools, and integrating market context. Below is a plan to improve the strategy:

  • Parameter Fine-Tuning: Experiment with SMA lengths different from the default 1000 periods, and threshold multipliers other than 1.1. Small adjustments could yield better entry signals tailored to market volatility.
  • Incorporate Price Action: Study candlestick patterns and support/resistance levels near the entries and exits proposed by the strategy. Manually override the strategy when price action signals contradict the automated signals.
  • Enhanced Risk Management: Rather than a fixed 3x ATR for TP/SL, use a dynamic risk management approach based on the current market environment. For instance, in a highly volatile market, expand your TP/SL parameters to accommodate larger price swings.
  • Supplement with Indicators: Add complementary indicators like RSI or MACD to confirm trade setups. Use divergence in these indicators as a warning sign for potential fakeouts.
  • Monitor Economic News: Be aware of scheduled economic events that could trigger increased market volatility. Avoid entering new trades or consider reducing position size leading up to these events.
  • Market Volume Analysis: Confirm trades with volume analysis. An entry signal coinciding with high volume can reinforce the strategy’s signal.
  • Fundamental Overlay: Apply a layer of fundamental analysis particularly if trading currency pairs or commodity-based assets, where economic and geopolitical factors may play a significant role.
  • ADX Optimization: The 39.4 ADX threshold was optimized for BTCPERP 15m on FTX, but this may not be suitable for other markets or timeframes. Adjust the ADX threshold manually to suit the asset and timeframe you are trading.
  • Market Sentiment: Integrate market sentiment through traders' positioning data, social media trends, or news analysis, and adjust your trading bias accordingly.
  • Performance Review: Set aside time for regular strategy reviews to analyze past trades, both successful and unsuccessful ones, to understand the strategy’s behavior and to identify potential improvements.

For which kind of traders is the Andean Scalping strategy suitable ?

This strategy is suited for traders who are comfortable with fast-paced, short-term trades, particularly those who specialize in scalping. Scalpers seek to capitalize on small price gaps created by order flows or spread differences, therefore, this strategy's reliance on the Andean Signal line to filter minor price swings caters well to that approach.

  • Active Day Traders: Given the strategy's need for continuous market monitoring and swift decision-making.
  • Technical Analysis Enthusiasts: Traders who have proficiency in reading and interpreting chart indicators, as this strategy heavily relies on the Andean Oscillator and ATR bands.
  • Quantitative Traders: Individuals who prefer strategies with clear, quantifiable rules for entry, exit, and trade management.
  • Risk-Averse Individuals: Those who appreciate structured risk management through predefined TP/SL levels.

The Andean Scalping strategy is also a fit for traders looking to optimize strategies using backtesting and who are wary of the risks associated with overfitting parameters to historical data.

Key Takeaways of Andean Scalping

  • Strategy Overview: The Andean Scalping strategy uses the Andean Oscillator and an SMA threshold filter to spot trading opportunities on a short-term basis.
  • Key Components: Incorporates SMA (1000 periods, 1.1 multiplier) on the Andean Signal line and ATR bands (3x multiplier) for TP/SL.
  • Usage Options: Can be automated through TradingView's brokerage integrations, manually traded with alerts for entry/exit signals, or a combination of both for more refined control.
  • Enhancement Suggestions: Optimize SMA and ATR parameters, combine with other technical indicators, and incorporate price action, volume analysis, and market sentiment.
  • Risk Management: Adjust TP/SL based on market volatility and apply dynamic risk principles rather than fixed multiples.
  • Optimization Approach: To improve the strategy, it's essential to fine-tune parameters according to different markets and to backtest for optimal risk/reward settings.
  • Trader Fit: Best for active day traders and scalpers who thrive on technical analysis and quantitative trading principles.
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