Pairs Trading Z Score Optimized

1

Pairs Trading Z-Score Optimized is a custom indicator for the MetaTrader 4 (MT4) platform, designed to support pairs trading by analyzing the spread between two currency pairs using Z-Score calculations and stationarity testing. It operates on a single pair (the chart’s symbol and a user-defined second symbol) and displays Z-Score values, threshold bands, and trading signals in a subwindow, with optional arrows on the main chart. The indicator incorporates the Augmented Dickey-Fuller (ADF) test for spread stationarity and provides customizable settings for signal generation and visualization.

Key Features

  1. Z-Score Analysis:
    • Calculates the Z-Score of the spread between two currency pairs (Pair1: chart symbol, Pair2: user-defined, default: GBPUSD) to identify potential trading signals.
    • Uses a configurable lookback period (default: 100 bars) and Z-Score threshold (default: 2.0) to determine signal triggers.
    • Displays Z-Score as a line in a subwindow, with upper and lower threshold bands (default: ±2.0).
  2. Stationarity Testing:
    • Supports the Augmented Dickey-Fuller (ADF) test to assess spread stationarity, with options for no transformation, first differencing, or logarithmic transformation (default: none).
    • Configurable ADF test parameters include lags (default: 1), critical value (default: -2.86 for 5% significance), and test interval (default: 60 seconds).
    • Allows users to require stationary spreads for signal generation (default: enabled).
  3. Signal Generation and Visualization:
    • Generates "LONG" (buy Pair1, sell Pair2) or "SHORT" (sell Pair1, buy Pair2) signals when the Z-Score exceeds the threshold (above +2.0 for SHORT, below -2.0 for LONG).
    • Displays signals as arrows in the subwindow, main chart, or both (configurable via ArrowDisplayMode).
    • Differentiates between stationary (lime arrows, default Wingdings codes: 233/234) and non-stationary (orange arrows, default Wingdings codes: 225/226) signals, with options to enable/disable each (ShowStationaryArrows, ShowNonStationaryArrows).
  4. Hedge Ratio Calculation:
    • Computes the hedge ratio between pairs using linearSy linear regression to determine the spread (Pair1 - hedgeRatio * Pair2).
    • Displays the hedge ratio in the subwindow for transparency.
  5. Alerts:
    • Provides optional alerts for new stationary or non-stationary signals (default: disabled), with messages indicating the signal type and Z-Score (e.g., "[Stationary Signal] SHORT on EURUSD, LONG on GBPUSD (Z-Score=2.50)").
    • Prevents repeated alerts by tracking the last signal state.
  6. Data Handling:
    • Implements robust price data retrieval with retry attempts (default: 3) and timeouts (default: 500ms for data, 1000ms for ADF test) to handle connectivity issues.
    • Ensures data integrity for accurate Z-Score and ADF calculations.
  7. User Interface:
    • Displays key information in the subwindow, including pair names, ADF test status (stationary/non-stationary), and hedge ratio, with customizable label positions (default: X=10, Y=30 pixels).
    • Supports customizable arrow positions on the main chart (default: X=10, Y=10 pixels from the selected corner) and arrow codes for visual distinction.
  8. Customization:
    • Offers extensive input parameters for adjusting lookback period, Z-Score threshold, ADF test settings, stationarity method, and visualization options (arrow display, colors, positions).
    • Allows users to enable/disable features like ADF testing, stationary signal requirements, and alerts.

Usage

  • Initialization: Validates both currency pairs in Market Watch, sets up buffers, and performs an initial ADF test if enabled. Creates subwindow labels for pair, ADF status, and hedge ratio.
  • Operation: Calculates Z-Scores and signals for each bar, updating threshold bands and arrows based on stationarity and Z-Score conditions. Periodically runs ADF tests (every 60 seconds) for the latest bar.
  • Visualization: Plots Z-Score and bands in the subwindow, places arrows on the subwindow or main chart, and updates labels with real-time data.
  • Deinitialization: Removes all labels and arrow objects, resetting signal states.

Notes

  • Requires sufficient historical data (minimum: lookback period + 10 bars)
  • When using Pair Trading Strategy Based on Spearman , make sure to limit the bars in the Max bars in chart option to below 2000, for example 500.
  • Optimized for performance with configurable timeouts and retry mechanisms.
  • The indicator focuses solely on Z-Score-based signals, without additional technical filters like MA or RSI, unlike related indicators.


Detailed Explanation and Reading Guide for the Pairs Trading Z-Score Optimized Indicator in the User Manual

 

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Samil Bozuyuk
5 (1)
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All in One package includes the  Oscillator Predictor ,  MACD Predictor ,  Thrust Scanner  and  Advanced Fibonacci  indicators which are mandatory for applying  Dinapoli  trade plans.  Please visit below links for detailed explanations of indicators. Advanced Fibonacci Indicator =>  https://www.mql5.com/en/market/product/52834 Thrust Scanner Indicator => https://www.mql5.com/en/market/product/52830 Overbought /Oversold Predictor indicator => https://www.mql5.com/en/market/product/52621 Macd P
Smart Cycle Blocks Trader
Elmira Memish
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Indicator plots price cycle blocks and sends signals with smart volume confirmation. Price cycles and fractals are combined to determine the demand/supply blocks. The indicator can be used alone or combined with other Cycle Indicators Inputs: Period: Recommended value is between 35 and 55( Which are Set 1 and Set 2 periods of cycle sniper ) Engulfing: If true, you will be able to see the engulfing bar confirmation. Volume Filter: True (The  arrow comes with volume confirmation ) Videos with dif
GoldRush Trend Arrow Signal
Kirk Lee Holloway
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Indicators
GoldRush Trend Arrow Signal V1.6 The GoldRush Trend Arrow Signal indicator V1.6 continues to provide precise, real-time trend analysis tailored for high-speed, short-term scalpers in XAU/USD , but it now has additional features and improved efficiency and reliability. Built specifically for the 1-minute time frame, this tool displays directional arrows for clear entry points, allowing scalpers to navigate volatile market conditions with confidence. The indicator consists of PRIMARY and SECONDARY
Bull Reversal Mt4
Md Meraz Mahmud
Indicators
Alright. This indicator works on MT4 and is very easy to use. When you receive a signal from it, you wait for that candle with the signal to close and you enter your trade at the beginning of the next new candle. A red arrow means sell and a green arrow means buy. All arrows comes with a long dotted like for easy identification of trade signal. Are you okay with that?   100% non repaint Work All Major currency  Pair,  1 minute time frame 1 minute expire
Neuro Poseidon MT4
Daria Rezueva
4.74 (46)
Indicators
Neuro Poseidon is a new indicator by Daria Rezueva. It combines precise trading signals with adaptive TP/SL levels - creating best possible trades as a result! Message me and get  Neuro Poseidon Assistant  as a gift to automize your trading process! What makes it stand out? 1. Proven profitability on all assets and timeframes 2. Only confirmed BUY and SELL signals present on the chart 3. Adaptive TP & SL levels generated by the software for each trade 4. Easy to understand - suitable for all
Extreme Value Sniper MT4
Elmira Memish
Indicators
Extreme Value Sniper is a detrended price indicator  Indicator finds the potential reversal levels by checking value ranges and price cycles. MT5 Version of the product :  https://www.mql5.com/en/market/product/114550 It shows the overbought and oversold levels using the average range. Overbought Levels are between 4 and 10 Oversold levels are bewtween -4 and -10 Those levels can be used as a reversal levels. Extreme Value Sniper look for some special divergence and convergence patterns to c
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Keiro Asano
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Keiro Asano 2026.03.15 21:52 

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