================================================================================ EQUITY MOMENTUM BACKTEST — SUMMARY REPORT Generated: 2026-04-10 22:01 ================================================================================ BIAS CONTROLS APPLIED ---------------------------------------- 1. Look-ahead bias: Signals computed only from prices available before each rebalance date (strict < as_of_date filter). 2. Survivorship bias: Universe includes delisted stocks FTR (delist 2024-04-30) and ETFC (delist 2024-10-15). Both participate in signal ranking and portfolios until their respective delist dates. 3. Transaction costs: $0.005/share commission (min $1.00/order) + 10 bps slippage applied at every monthly rebalance. 4. Walk-forward: Rolling 12-month IS / 3-month OOS windows, 3-month step. No parameter optimization — strategy is fixed 12-1 momentum. 5. Position limits: 15% max per name, 40% max per sector. OVERALL PERFORMANCE (Full Period) ---------------------------------------- CAGR : -2.63% Sharpe : -0.2781 Max Drawdown : -14.51% Win Rate (Monthly) : 31.43% Avg Monthly Return : -0.20% Annualized Vol : 8.09% Calmar : -0.1815 Total Return : -7.68% Days : 781 TRAIN vs VALIDATION vs TEST ---------------------------------------------------------------------- Metric Train Validation Test ---------------------------------------------------------------- CAGR -0.70% 6.25% -14.04% Sharpe -0.0806 0.5889 -1.7439 Max Drawdown -11.41% -5.43% -14.37% Win Rate (Monthly) 17.65% 66.67% 22.22% Annualized Vol 6.09% 10.95% 8.22% Calmar -0.0613 1.1499 -0.9768 WALK-FORWARD ANALYSIS ----------------------------------------------------------------------------------------------- Win | Train Period | Test Period | IS Sharpe | OOS Sharpe | OOS CAGR -------------------------------------------------------------------------------------------- 1 | 2023-02-03 to 2024-02-02 | 2024-02-05 to 2024-05-03 | 0.0441 | 1.7134 | 16.88% 2 | 2023-05-03 to 2024-05-02 | 2024-05-03 to 2024-08-02 | 1.2946 | -3.8492 | -26.93% 3 | 2023-08-03 to 2024-08-02 | 2024-08-05 to 2024-11-01 | -0.4138 | -0.5603 | -4.58% 4 | 2023-11-03 to 2024-11-01 | 2024-11-04 to 2024-12-31 | -1.0500 | -1.8105 | -17.99% Walk-Forward Summary: Avg IS Sharpe: -0.0313 Avg OOS Sharpe: -1.1267 Sharpe Decay: -3503.1% OOS Sharpe > 0: 1/4 windows TRADING SUMMARY ---------------------------------------- Total rebalances: 23 Total costs: $6,598.25 Avg cost/rebalance: $286.88 Avg one-way turnover: 13.04% Annualized cost drag: 0.34% CONCLUSION ---------------------------------------- Strategy does not demonstrate positive OOS performance. Test Sharpe: -1.7439 | Test CAGR: -14.04% | Test MaxDD: -14.37% Walk-forward avg OOS Sharpe: -1.1267 across 4 windows NOTE: Results based on synthetic GBM data. Validate on live market data before any deployment or capital allocation. ================================================================================