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[Freqtrade] Williams RSI MACD Reversal Strategy

Complete Freqtrade strategy concept and backtest results using the default strategy/settings parameters for timerange 20240801-20250801.

freqtradecryptofuturespair-optimizedpremium

Total Return

+201.76%

Backtest outcome

CAGR

+201.76%

Annualized growth

Sharpe

+3.20

Risk-adjusted return

Max Drawdown

-7.24%

Worst decline

[Freqtrade] Williams RSI MACD Reversal Strategy
Universe
ICP/USDT:USDT, ARB/USDT:USDT
Platform
Freqtrade / Python

Strategy Concept

Williams RSI MACD Reversal Strategy is a futures strategy based on technical indicators that assess trend structure, momentum, volatility, and breakout quality through the indicator combination in its name. Its core idea is to open positions only when directional signals and risk filters agree, then let Freqtrade manage exits through ROI, stop-loss, trailing-stop, and strategy exit rules. The strategy was evaluated on the 1h timeframe across ICP/USDT:USDT, ARB/USDT:USDT.

This strategy was backtested directly from the default WILLR_RSI_MACD_PairOptimized class. Entry, exit, leverage, and pair-filter parameters were taken from the strategy and WILLR_RSI_MACD_PairOptimized_Settings.json; no additional optimization parameters were loaded for this run.

Universe and Setup

ItemValue
Strategy testedWILLR_RSI_MACD_PairOptimized
Base strategyWILLR_RSI_MACD_PairOptimized
Timerange20240801-20250801
Backtesting from2024-08-01 00:00:00
Backtesting to2025-08-01 00:00:00
Timeframe1h
Detail timeframe5m
Trading modefutures / isolated
Max open trades2 active, setting 3
Stake amountunlimited
Stake currencyUSDT
PairlistICP/USDT:USDT, ARB/USDT:USDT

Backtest Summary

MetricValue
Starting balance1000.000 USDT
Final balance3017.616 USDT
Absolute profit2017.616 USDT
Total return+201.76%
CAGR+201.76%
Market change-41.20%
Total trades264
Trades per day0.72
Total volume307317.040 USDT
Average stake581.759 USDT
Backtest days365

Trade Performance

MetricValue
Long / short trades122 / 142
Long / short profit+98.67% / +103.09%
Wins / draws / losses143 / 0 / 121
Win rate54.17%
Avg profit per trade+1.34%
Median profit per trade+3.32%
Profit factor1.673
Expectancy7.642 (0.308)
Sharpe3.197
Sortino9.433
Calmar145.896
SQN3.752

Risk and Drawdown

MetricValue
Max account underwater7.24%
Absolute drawdown185.541 USDT
Drawdown duration23 days 08:00:00
Drawdown start2025-05-17 02:00:00
Drawdown end2025-06-09 10:00:00
Best pairICP/USDT:USDT +102.34%
Worst pairARB/USDT:USDT +99.42%
Best day185.049 USDT
Worst day-99.178 USDT
Winning / draw / losing days101 / 186 / 78
Max consecutive wins / losses8 / 6
Rejected entry signals0
Entry / exit timeouts0 / 0

Backtest Parameters

ParameterValue
Stoploss-0.250
Trailing stopno
Trailing stop positive0.000
Trailing stop positive offset0.000
Trailing only offset reachedno
Use custom stoplossno
Minimal ROI{}
Use exit signalyes
Exit profit onlyno
Exit profit offset0.000
Ignore ROI if entry signalno
Protections enabledno

Results by Pair

ItemTradesAvg ProfitProfitProfit %Avg DurationW/D/LWin %
ICP/USDT:USDT120+1.61%1023.414 USDT+102.34%1 day, 23:00:0066/0/5455.00%
ARB/USDT:USDT144+1.12%994.202 USDT+99.42%23:54:0077/0/6753.47%
TOTAL264+1.34%2017.616 USDT+201.76%1 day, 10:24:00143/0/12154.17%

Results by Exit Reason

ItemTradesAvg ProfitProfitProfit %Avg DurationW/D/LWin %
take_profit_achieved141+6.13%4931.899 USDT+493.19%1 day, 19:28:00141/0/0100.00%
force_exit2+4.28%83.446 USDT+8.34%1 day, 9:30:002/0/0100.00%
stop_loss_achieved121-4.29%-2997.729 USDT-299.77%23:51:000/0/1210.00%
TOTAL264+1.34%2017.616 USDT+201.76%1 day, 10:24:00143/0/12154.17%

Results by Entry Tag

ItemTradesAvg ProfitProfitProfit %Avg DurationW/D/LWin %
OTHER264+1.34%2017.616 USDT+201.76%1 day, 10:24:00143/0/12154.17%
TOTAL264+1.34%2017.616 USDT+201.76%1 day, 10:24:00143/0/12154.17%

Results by Mixed Tag

ItemTradesAvg ProfitProfitProfit %Avg DurationW/D/LWin %
OTHER / take_profit_achieved141+6.13%4931.899 USDT+493.19%1 day, 19:28:00141/0/0100.00%
OTHER / force_exit2+4.28%83.446 USDT+8.34%1 day, 9:30:002/0/0100.00%
OTHER / stop_loss_achieved121-4.29%-2997.729 USDT-299.77%23:51:000/0/1210.00%
TOTAL264+1.34%2017.616 USDT+201.76%1 day, 10:24:00143/0/12154.17%

Left Open Trades

ItemTradesAvg ProfitProfitProfit %Avg DurationW/D/LWin %
ARB/USDT:USDT1+5.75%56.343 USDT+5.63%2 days, 9:00:001/0/0100.00%
ICP/USDT:USDT1+2.81%27.103 USDT+2.71%10:00:001/0/0100.00%
TOTAL2+4.28%83.446 USDT+8.34%1 day, 9:30:002/0/0100.00%

Monthly Breakdown

MonthTradesProfitProfit %Profit FactorW/D/L
31/08/20241547.859 USDT+4.79%1.447/0/8
30/09/20242364.329 USDT+6.43%1.4713/0/10
31/10/202427129.866 USDT+12.99%1.9415/0/12
30/11/202419139.715 USDT+13.97%1.7010/0/9
31/12/202422-19.382 USDT-1.94%0.949/0/13
31/01/202519354.122 USDT+35.41%3.3613/0/6
28/02/202519101.702 USDT+10.17%1.439/0/10
31/03/202526187.107 USDT+18.71%1.5814/0/12
30/04/202526424.993 USDT+42.50%2.7618/0/8
31/05/20252429.349 USDT+2.93%1.0610/0/14
30/06/202521139.701 USDT+13.97%1.4310/0/11
31/07/202521334.809 USDT+33.48%2.0113/0/8
31/08/2025283.446 USDT+8.34%0.002/0/0

Interpretation Notes

The backtest shown on this page uses the default parameters from the strategy and pair-optimized settings, without additional optimization parameters. Return, drawdown, and risk-adjusted metrics should be treated as historical research results for the stated timerange and universe, not as a guarantee of live performance.

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