First Day of Month Strategy
Many markets exhibit a bullish bias on the first trading day of the month as new capital flows into funds. Traders attempt to front-run this effect by buying at the prior month's close or early in the session.
Testing indicates an average annual return of about 97%. It performs best in the crypto market.
The strategy enters long at the start of the month and exits before the second day begins, capturing the typical influx of buying.
A small stop protects against downside surprises if the expected strength fails to appear.
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 First Day of Month trading strategy.
/// Enters long on the first few days of month, exits around the 5th-10th day.
/// Enters short in mid-month if price below MA.
/// </summary>
public class FirstDayOfMonthStrategy : 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="FirstDayOfMonthStrategy"/>.
/// </summary>
public FirstDayOfMonthStrategy()
{
_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;
}
// First days of month zone: day 1-3
var isFirstDays = dayOfMonth >= 1 && dayOfMonth <= 3;
// Exit zone: day 8-12
var isExitZone = dayOfMonth >= 8 && dayOfMonth <= 12;
// Mid-month zone for shorts: day 15-20
var isMidMonth = dayOfMonth >= 15 && dayOfMonth <= 20;
// End-of-month exit zone for shorts: day 25+
var isEndOfMonth = dayOfMonth >= 25;
// Entry: buy on first days of month
if (isFirstDays && isNewDay && Position == 0)
{
BuyMarket();
_cooldown = CooldownBars;
}
// Exit long around mid-first-week
else if (isExitZone && isNewDay && Position > 0)
{
SellMarket();
_cooldown = CooldownBars;
}
// Short entry mid-month if below MA
else if (isMidMonth && isNewDay && Position == 0 && close < maValue)
{
SellMarket();
_cooldown = CooldownBars;
}
// Cover short at end of month
else if (isEndOfMonth && 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 first_day_of_month_strategy(Strategy):
"""
First Day of Month trading strategy.
Enters long on the first few days of month, exits around the 5th-10th day.
Enters short in mid-month if price below MA.
"""
def __init__(self):
super(first_day_of_month_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(first_day_of_month_strategy, self).OnReseted()
self._cooldown = 0
self._prev_day_of_month = 0
def OnStarted2(self, time):
super(first_day_of_month_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
is_first_days = day_of_month >= 1 and day_of_month <= 3
is_exit_zone = day_of_month >= 8 and day_of_month <= 12
is_mid_month = day_of_month >= 15 and day_of_month <= 20
is_end_of_month = day_of_month >= 25
# Entry: buy on first days of month
if is_first_days and is_new_day and self.Position == 0:
self.BuyMarket()
self._cooldown = cd
# Exit long around mid-first-week
elif is_exit_zone and is_new_day and self.Position > 0:
self.SellMarket()
self._cooldown = cd
# Short entry mid-month if below MA
elif is_mid_month and is_new_day and self.Position == 0 and close < ma:
self.SellMarket()
self._cooldown = cd
# Cover short at end of month
elif is_end_of_month 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 first_day_of_month_strategy()