This backtest evaluates a long-only, daily-bar systematic strategy on a panel of PEA-eligible ETFs and European equities (EUR-denominated). The input parameters and result metrics are summarized in the tables below; the charts follow.

This is a historical backtest, published for informational and educational purposes only , not financial advice, not a recommendation, and not a trading signal. Past performance is not indicative of future results.

Input Parameters

ParameterValue
strategy_buy(ichimoku4a+bband1a+cho1a)&macd0b
strategy_sellichimoku3a&macd0a
leverage1.0
interest_rate_annual_pct7.0
date_start_simulation2018-01-02 00:00:00+00:00
date_start2016-12-20 00:00:00+00:00
date_end2026-02-28 00:00:00+00:00
base_currencyEUR
initial_cash100000.0
position_target_w0.14
position_target_hard_limit10000000.0
bar_size1 day
nbar_back_for_stop0
trailing_stop22.0
stop_limitFalse
nbar_freeze2
enable_freeze_globalFalse
position_max_w0.21000000000000002
max_entry_per_bar10
min_value_traded0.0
skip_zero_volumeFalse
min_price_threshold0.0
exposure_penalty_trigger_pct15.0
stability_penalty_trigger0.5
no_sell_allFalse
target_priceNone
target_duration119
target_trend-6.0
nb_symbol178

Results Summary

MetricValue
equity_final444430.4855
cagr_pct20.0677
return344.4305
max_drawdown_pct14.8747
ulcer_index_pct1.2675
net_exposure_pct58.4751
sharpe_ratio1.1652
sortino_ratio1.6302
calmar_ratio1.3496
benchmark_cagr5.0000
trades110
win_rate0.6364
risk_reward_ratio2.5723
kelly_pct49.4995
return_mean10.9220
return_min-21.1368
return_q0.01-19.7237
return_q0.05-15.4639
return_q0.2-7.8030
return_q0.57.3490
return_q0.829.3950
return_q0.9549.8459
return_q0.9959.7597
return_max60.8617
yearly_sortino2.5819
yearly_downside_semidev0.1195
Cumulative returns of the strategy against the benchmark from 2018 to 2026, ending near 345% while the benchmark ends near 165%
Cumulative returns against the benchmark with volatility matched, ending near 800% while the benchmark ends near 165%
End of year returns against the benchmark by year, distribution of monthly returns against SPX, and cumulative sum of daily returns
Worst five drawdown periods shaded on the strategy equity curve, with an underwater plot reaching about 15% in 2022
Monthly return heatmap by year from 2018 to 2026 and return quantile boxplots for daily, weekly, monthly, quarterly and yearly periods
bat

Out-of-sample cutoff. This strategy’s rules and parameters were frozen on 3 July 2025. All performance shown after that date is genuine out-of-sample / forward-tracked data , it post-dates the freeze, so no hindsight or selection could have shaped the rules.

Frequently asked questions

What does Backtest 241 test?

A long only, daily bar systematic strategy on a panel of 178 PEA eligible ETFs and European equities denominated in EUR, from 2 January 2018 to 28 February 2026, starting from 100,000 EUR of capital.

What were the headline results?

A CAGR of 20.1% and a cumulative return of 344.4%, against a maximum drawdown of 14.9%. Sharpe was 1.17, Sortino 1.63 and Calmar 1.35 over 110 trades at a 63.6% win rate.

How did the strategy compare with its benchmark?

The charts plot the strategy against the benchmark on both a raw and a volatility matched basis. On a raw basis the strategy ends near 345% against roughly 165% for the benchmark, and the volatility matched comparison widens the gap, which indicates the excess return is not simply the result of running hotter.

How much of the time is the book invested?

Net exposure averages 58.5%, so a meaningful share of capital sits in cash. Idle cash is charged 7% annual interest in the simulation and leverage is fixed at 1.0.

What controls the downside?

A 22% trailing stop, a target position weight of 14% with a 21% hard cap, a maximum of 10 new entries per bar and a 2 bar freeze after each exit. The worst five drawdown periods and the underwater plot are shown in the charts.

Is this a recommendation for a PEA account?

No. It is a historical backtest published for informational and educational purposes only. It is not financial advice, not a recommendation and not a trading signal. Past performance is not indicative of future results.

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