Rejection Candle Strategy
A Rejection Candle forms when price probes a level but fails to hold beyond it, leaving a long wick and small body. Such candles indicate an attempt to move in one direction was firmly rejected by the market.
Testing indicates an average annual return of about 49%. It performs best in the crypto market.
The strategy enters in the opposite direction of the wick once the candle closes, expecting price to reverse back through the range.
Stops are set outside the rejected high or low to cap risk, and trades exit if momentum fails to materialize.
Details
- Entry Criteria: pattern match
- Long/Short: Both
- Exit Criteria: stop-loss or opposite signal
- Stops: Yes, percent based
- Default Values:
CandleType= 15 minuteStopLoss= 2%
- Filters:
- Category: Pattern
- Direction: Both
- Indicators: Candlestick
- Stops: Yes
- Complexity: Intermediate
- Timeframe: Intraday
- Seasonality: No
- Neural networks: No
- Divergence: No
- Risk level: Medium
using System;
using System.Collections.Generic;
using Ecng.Common;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
namespace StockSharp.Samples.Strategies;
/// <summary>
/// Rejection Candle (Pin Bar) strategy.
/// Enters long on bullish rejection (lower low + bullish close + long lower wick).
/// Enters short on bearish rejection (higher high + bearish close + long upper wick).
/// Uses SMA for exit confirmation.
/// Uses cooldown to control trade frequency.
/// </summary>
public class RejectionCandleStrategy : Strategy
{
private readonly StrategyParam<int> _maLength;
private readonly StrategyParam<decimal> _wickRatio;
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _cooldownBars;
private ICandleMessage _prevCandle;
private int _cooldown;
/// <summary>
/// MA period for exit.
/// </summary>
public int MaLength
{
get => _maLength.Value;
set => _maLength.Value = value;
}
/// <summary>
/// Wick to body ratio threshold.
/// </summary>
public decimal WickRatio
{
get => _wickRatio.Value;
set => _wickRatio.Value = value;
}
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Cooldown bars.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <summary>
/// Constructor.
/// </summary>
public RejectionCandleStrategy()
{
_maLength = Param(nameof(MaLength), 20)
.SetRange(10, 50)
.SetDisplay("MA Length", "Period of SMA for exit", "Indicators");
_wickRatio = Param(nameof(WickRatio), 1.5m)
.SetRange(1m, 3m)
.SetDisplay("Wick Ratio", "Min wick to body ratio for rejection", "Pattern");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(1).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
_cooldownBars = Param(nameof(CooldownBars), 500)
.SetRange(1, 1000)
.SetDisplay("Cooldown Bars", "Bars to wait between trades", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prevCandle = null;
_cooldown = default;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_prevCandle = null;
_cooldown = 0;
var sma = new SimpleMovingAverage { Length = MaLength };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(sma, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, sma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, decimal smaValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
if (_prevCandle == null)
{
_prevCandle = candle;
return;
}
if (_cooldown > 0)
{
_cooldown--;
_prevCandle = candle;
return;
}
var bodySize = Math.Abs(candle.ClosePrice - candle.OpenPrice);
if (bodySize == 0) bodySize = 0.01m; // avoid div by zero
var upperWick = candle.HighPrice - Math.Max(candle.OpenPrice, candle.ClosePrice);
var lowerWick = Math.Min(candle.OpenPrice, candle.ClosePrice) - candle.LowPrice;
var isBullish = candle.ClosePrice > candle.OpenPrice;
var isBearish = candle.ClosePrice < candle.OpenPrice;
// Bullish rejection: made lower low, bullish close, long lower wick
var bullishRejection =
candle.LowPrice < _prevCandle.LowPrice &&
isBullish &&
lowerWick > bodySize * WickRatio;
// Bearish rejection: made higher high, bearish close, long upper wick
var bearishRejection =
candle.HighPrice > _prevCandle.HighPrice &&
isBearish &&
upperWick > bodySize * WickRatio;
if (Position == 0 && bullishRejection)
{
BuyMarket();
_cooldown = CooldownBars;
}
else if (Position == 0 && bearishRejection)
{
SellMarket();
_cooldown = CooldownBars;
}
else if (Position > 0 && candle.ClosePrice < smaValue)
{
SellMarket();
_cooldown = CooldownBars;
}
else if (Position < 0 && candle.ClosePrice > smaValue)
{
BuyMarket();
_cooldown = CooldownBars;
}
_prevCandle = candle;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import SimpleMovingAverage
from StockSharp.Algo.Strategies import Strategy
class rejection_candle_strategy(Strategy):
"""
Rejection Candle (Pin Bar) strategy.
Enters long on bullish rejection (lower low + bullish close + long lower wick).
Enters short on bearish rejection (higher high + bearish close + long upper wick).
Uses SMA for exit confirmation.
"""
def __init__(self):
super(rejection_candle_strategy, self).__init__()
self._ma_length = self.Param("MaLength", 20).SetDisplay("MA Length", "Period of SMA for exit", "Indicators")
self._wick_ratio = self.Param("WickRatio", 1.5).SetDisplay("Wick Ratio", "Min wick to body ratio for rejection", "Pattern")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(1))).SetDisplay("Candle Type", "Type of candles to use", "General")
self._cooldown_bars = self.Param("CooldownBars", 500).SetDisplay("Cooldown Bars", "Bars to wait between trades", "General")
self._prev_candle = None
self._cooldown = 0
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(rejection_candle_strategy, self).OnReseted()
self._prev_candle = None
self._cooldown = 0
def OnStarted2(self, time):
super(rejection_candle_strategy, self).OnStarted2(time)
self._prev_candle = None
self._cooldown = 0
sma = SimpleMovingAverage()
sma.Length = self._ma_length.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(sma, self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, sma)
self.DrawOwnTrades(area)
def _process_candle(self, candle, sma_val):
if candle.State != CandleStates.Finished:
return
if self._prev_candle is None:
self._prev_candle = candle
return
if self._cooldown > 0:
self._cooldown -= 1
self._prev_candle = candle
return
cd = self._cooldown_bars.Value
sv = float(sma_val)
wr = self._wick_ratio.Value
body_size = abs(float(candle.ClosePrice) - float(candle.OpenPrice))
if body_size == 0:
body_size = 0.01
upper_wick = float(candle.HighPrice) - max(float(candle.OpenPrice), float(candle.ClosePrice))
lower_wick = min(float(candle.OpenPrice), float(candle.ClosePrice)) - float(candle.LowPrice)
is_bullish = candle.ClosePrice > candle.OpenPrice
is_bearish = candle.ClosePrice < candle.OpenPrice
# Bullish rejection: made lower low, bullish close, long lower wick
bullish_rejection = (
candle.LowPrice < self._prev_candle.LowPrice and
is_bullish and
lower_wick > body_size * wr
)
# Bearish rejection: made higher high, bearish close, long upper wick
bearish_rejection = (
candle.HighPrice > self._prev_candle.HighPrice and
is_bearish and
upper_wick > body_size * wr
)
if self.Position == 0 and bullish_rejection:
self.BuyMarket()
self._cooldown = cd
elif self.Position == 0 and bearish_rejection:
self.SellMarket()
self._cooldown = cd
elif self.Position > 0 and float(candle.ClosePrice) < sv:
self.SellMarket()
self._cooldown = cd
elif self.Position < 0 and float(candle.ClosePrice) > sv:
self.BuyMarket()
self._cooldown = cd
self._prev_candle = candle
def CreateClone(self):
return rejection_candle_strategy()