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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 minute
    • StopLossPercent = 2 Days are UTC days, since the market trades around the clock; entries happen at the close of the day's first candle. The long opens on the month's first candle and closes at the last candle of that first day.
  • 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>
/// First Day of Month strategy.
/// Days are UTC days of a market that trades around the clock.
/// It buys at the close of the first candle of each month and sells at the last candle of that first day;
/// a percent stop limits the loss.
/// </summary>
public class FirstDayOfMonthStrategy : Strategy
{
	private readonly StrategyParam<decimal> _stopLossPercent;
	private readonly StrategyParam<DataType> _candleType;

	private DateTime? _day;

	/// <summary>
	/// Stop-loss percentage.
	/// </summary>
	public decimal StopLossPercent
	{
		get => _stopLossPercent.Value;
		set => _stopLossPercent.Value = value;
	}

	/// <summary>
	/// Candle type.
	/// </summary>
	public DataType CandleType
	{
		get => _candleType.Value;
		set => _candleType.Value = value;
	}

	/// <summary>
	/// Constructor.
	/// </summary>
	public FirstDayOfMonthStrategy()
	{
		_stopLossPercent = Param(nameof(StopLossPercent), 2m)
			.SetNotNegative()
			.SetDisplay("Stop Loss %", "Stop loss percentage from entry price", "Risk");

		_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(15).TimeFrame())
			.SetDisplay("Candle Type", "Type of candles to use", "General");
	}

	/// <inheritdoc />
	public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
	{
		return [(Security, CandleType)];
	}

	/// <inheritdoc />
	protected override void OnReseted()
	{
		base.OnReseted();
		_day = null;
	}

	/// <inheritdoc />
	protected override void OnStarted2(DateTime time)
	{
		base.OnStarted2(time);

		_day = null;
		var subscription = SubscribeCandles(CandleType);
		subscription
			.Bind(ProcessCandle)
			.Start();

		StartProtection(new Unit(), new Unit(StopLossPercent, UnitTypes.Percent), useMarketOrders: true, isLocalStop: true);

		// The stop has to see prices between candles, not only at their close.
		foreach (var field in new[] { Level1Fields.BestBidPrice, Level1Fields.BestAskPrice })
		{
			var quotes = new Subscription(DataType.Level1, Security);
			quotes.MarketData.BuildField = field;
			SubscribeLevel1(quotes).Bind(ObserveProtectionQuote).Start();
		}

		var area = CreateChartArea();
		if (area != null)
		{
			DrawCandles(area, subscription);
			DrawOwnTrades(area);
		}
	}

	private void ObserveProtectionQuote(Level1ChangeMessage quote)
	{
		// The high-level handler activates native protection before this callback, also between signal bars.
	}

	private void ProcessCandle(ICandleMessage candle)
	{
		if (candle.State != CandleStates.Finished)
			return;

		var day = candle.OpenTime.Date;
		var firstOfDay = _day != day;

		if (firstOfDay)
		{
			_day = day;
		}

		// The candle is the day's last when the next one would open on another day.
		var frame = CandleType.Arg is TimeSpan tf ? tf : TimeSpan.Zero;
		var lastOfDay = (candle.OpenTime + frame).Date != day;

		if (!IsFormedAndOnlineAndAllowTrading())
			return;

		if (Position != 0)
		{
			if (lastOfDay)
			{
				if (Position > 0)
					SellMarket(Position);
				else
					BuyMarket(-Position);
			}

			return;
		}

		if (!(firstOfDay && day.Day == 1))
			return;

		if ((1) > 0)
			BuyMarket(Volume);
		else
			SellMarket(Volume);
	}
}