Quarterly Expiry Strategy
Quarterly Expiry weeks see futures and options contracts roll over, often creating volatility as positions are closed or rolled. Price swings can accelerate as hedges are adjusted and liquidity temporarily dries up.
Testing indicates an average annual return of about 115%. It performs best in the stocks market.
The strategy trades in the direction of the prevailing trend at the start of the week, exiting before settlement day to avoid chaos.
A fixed stop keeps risk in line if volatility proves too extreme.
Details
- Entry Criteria: calendar effect triggers
- Long/Short: Both
- Exit Criteria: stop-loss or opposite signal
- Stops: Yes, percent based
- Default Values:
CandleType= 15 minuteStopLoss= 2%
- Filters:
- Category: Seasonality
- Direction: Both
- Indicators: Seasonality
- Stops: Yes
- Complexity: Intermediate
- Timeframe: Intraday
- Seasonality: Yes
- 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>
/// Implementation of Quarterly Expiry trading strategy.
/// Trades around monthly expiry dates (3rd Friday area of each month).
/// Buys if above MA in expiry week, sells if below. Exits next week.
/// </summary>
public class QuarterlyExpiryStrategy : Strategy
{
private readonly StrategyParam<int> _maPeriod;
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _cooldownBars;
private SimpleMovingAverage _ma;
private int _cooldown;
private int _prevDayOfMonth;
/// <summary>
/// Moving average period.
/// </summary>
public int MaPeriod
{
get => _maPeriod.Value;
set => _maPeriod.Value = value;
}
/// <summary>
/// Candle type for strategy.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Cooldown bars between trades.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <summary>
/// Initializes a new instance of the <see cref="QuarterlyExpiryStrategy"/>.
/// </summary>
public QuarterlyExpiryStrategy()
{
_maPeriod = Param(nameof(MaPeriod), 20)
.SetGreaterThanZero()
.SetDisplay("MA Period", "Moving average period for trend confirmation", "Strategy");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Type of candles for strategy", "Strategy");
_cooldownBars = Param(nameof(CooldownBars), 50)
.SetDisplay("Cooldown Bars", "Bars between trades", "General")
.SetRange(5, 500);
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_ma = default;
_cooldown = 0;
_prevDayOfMonth = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_ma = new SimpleMovingAverage { Length = MaPeriod };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(_ma, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, _ma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, decimal maValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
var close = candle.ClosePrice;
var dayOfMonth = candle.OpenTime.Day;
var isNewDay = dayOfMonth != _prevDayOfMonth;
if (_cooldown > 0)
{
_cooldown--;
_prevDayOfMonth = dayOfMonth;
return;
}
// Expiry week zone: day 15-19 (around 3rd Friday of each month)
var isExpiryWeek = dayOfMonth >= 15 && dayOfMonth <= 19;
// Post-expiry exit zone: day 22-25
var isPostExpiry = dayOfMonth >= 22 && dayOfMonth <= 25;
// Start of month entry zone: day 1-5
var isStartOfMonth = dayOfMonth >= 1 && dayOfMonth <= 5;
// Pre-expiry exit: day 12-14
var isPreExpiry = dayOfMonth >= 12 && dayOfMonth <= 14;
// Entry in expiry week: buy if above MA
if (isExpiryWeek && isNewDay && Position == 0 && close > maValue)
{
BuyMarket();
_cooldown = CooldownBars;
}
// Exit after expiry week
else if (isPostExpiry && isNewDay && Position > 0)
{
SellMarket();
_cooldown = CooldownBars;
}
// Short entry at start of month if below MA
else if (isStartOfMonth && isNewDay && Position == 0 && close < maValue)
{
SellMarket();
_cooldown = CooldownBars;
}
// Cover short before expiry
else if (isPreExpiry && isNewDay && Position < 0)
{
BuyMarket();
_cooldown = CooldownBars;
}
_prevDayOfMonth = dayOfMonth;
}
}
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 quarterly_expiry_strategy(Strategy):
"""
Quarterly Expiry trading strategy.
Trades around monthly expiry dates (3rd Friday area of each month).
Buys if above MA in expiry week, sells if below. Exits next week.
"""
def __init__(self):
super(quarterly_expiry_strategy, self).__init__()
self._ma_period = self.Param("MaPeriod", 20).SetDisplay("MA Period", "Moving average period for trend confirmation", "Strategy")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))).SetDisplay("Candle Type", "Type of candles for strategy", "Strategy")
self._cooldown_bars = self.Param("CooldownBars", 50).SetDisplay("Cooldown Bars", "Bars between trades", "General")
self._cooldown = 0
self._prev_day_of_month = 0
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(quarterly_expiry_strategy, self).OnReseted()
self._cooldown = 0
self._prev_day_of_month = 0
def OnStarted2(self, time):
super(quarterly_expiry_strategy, self).OnStarted2(time)
self._cooldown = 0
self._prev_day_of_month = 0
sma = SimpleMovingAverage()
sma.Length = self._ma_period.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, ma_val):
if candle.State != CandleStates.Finished:
return
close = float(candle.ClosePrice)
ma = float(ma_val)
day_of_month = candle.OpenTime.Day
cd = self._cooldown_bars.Value
is_new_day = day_of_month != self._prev_day_of_month
if self._cooldown > 0:
self._cooldown -= 1
self._prev_day_of_month = day_of_month
return
# Expiry week zone: day 15-19 (around 3rd Friday of each month)
is_expiry_week = day_of_month >= 15 and day_of_month <= 19
# Post-expiry exit zone: day 22-25
is_post_expiry = day_of_month >= 22 and day_of_month <= 25
# Start of month entry zone: day 1-5
is_start_of_month = day_of_month >= 1 and day_of_month <= 5
# Pre-expiry exit: day 12-14
is_pre_expiry = day_of_month >= 12 and day_of_month <= 14
# Entry in expiry week: buy if above MA
if is_expiry_week and is_new_day and self.Position == 0 and close > ma:
self.BuyMarket()
self._cooldown = cd
# Exit after expiry week
elif is_post_expiry and is_new_day and self.Position > 0:
self.SellMarket()
self._cooldown = cd
# Short entry at start of month if below MA
elif is_start_of_month and is_new_day and self.Position == 0 and close < ma:
self.SellMarket()
self._cooldown = cd
# Cover short before expiry
elif is_pre_expiry and is_new_day and self.Position < 0:
self.BuyMarket()
self._cooldown = cd
self._prev_day_of_month = day_of_month
def CreateClone(self):
return quarterly_expiry_strategy()