In this post, we explore the trading strategy “World 1D”, which has demonstrated impressive performance metrics, including a 40% CAGR and a Sortino ratio of 1.8 over a 10 year backtest. This strategy operates within the vast scope of the US and European stock markets, encompassing 7,666 symbols.
On the 1D timeframe with 374 trades on 10 years, this is a chill / low-focus strategy : you don’t need to be constantly behind the screen. The signal can be retrieved from our twitter or Telegram group as explained here : Join our free channels for all LIVE trading signals

The results are presented in this first post and the building of this strategy will be presented in the next posts.

StrategyEvaluate Input Parameters

ParameterValue
strategy_buy“bband1a&psar0a”
strategy_sell“ichimoku4a+psar0a”
score_weights[ 0.8639 0.1958 0.7538 0.4276 0.8997 4.8526 19.6621 0.0699 -0.2922 0.0433 -0.3241 -1.0477 -0.3469 2.8314]
negative_cashFalse
date_start_simulation2015-02-02 00:00:00+00:00
date_start2014-01-20 00:00:00+00:00
date_end2025-10-03 00:00:00+00:00
base_currencyCHF
initial_cash100000.0
position_target_w0.1
position_target_hard_limit10000000.0
bar_size1 day
nbar_back_for_stop0
trailing_stop24.0
stop_limitFalse
nbar_freeze2
enable_freeze_globalFalse
position_max_w0.25
max_new_position_per_bar3
max_workers_outer8
max_workers_inner8
seed_portfolio (screening_mode)False
nb_symbol7666
logfile/app/strategy_evaluate-260106_165705-1.log

Wallet final : value=4144809 cagr=40.52% maxdd=29.02% ulcer=2.53% exposure=19.81% return=4044.81% nbtransaction=374 winrate=49.20% sharpe=1.15 sortino=1.79 calmar=1.40 stability=0.866 k=133.24 composite=43.758480 rr=5.31 nbrow=0 cash=4144809 return_mean=24.62 return_max=1620.66 return_min=-42.05 return_quantiles=-31.18 -22.91 -13.10 -1.14 22.16 127.73 392.69

Results Summary

MetricValue
equity_final4144808.9766
cagr40.5202
return4044.8090
max_drawdown29.0195
ulcer_index2.5278
net_exposure19.8098
sharpe_ratio1.1514
sortino_ratio1.7926
calmar_ratio1.3963
benchmark_cagr9.2310
stability0.8656
k_ratio133.2441
composite_objective43.7585
nb_trades0
win_rate49.1979
risk_reward_ratio5.3060
return_mean24.6217
return_min-42.0537
return_q0.01-31.1833
return_q0.05-22.9130
return_q0.2-13.0986
return_q0.5-1.1368
return_q0.822.1602
return_q0.95127.7293
return_q0.99392.6856
return_max1620.6617
trades374

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