Track Record

Complete transparency - every prediction logged and verified

LONG-ONLY12-Month Backtest

Only takes long positions on bullish signals. Safer strategy for beginners. 0 trades in test period.

Portfolio

$100k$0k

Strategy Return

+0.0%

S&P 500

+20.6%

Alpha

+34.3%

Win Rate

0.0%

Trades

0

--%

Prediction Accuracy

Direction correct rate

--/52

Profitable Weeks

~0%/week avg

--

Sharpe Ratio

Risk-adjusted return

--%

Max Drawdown

Largest peak-to-trough

Weekly Accuracy (%)

Percentage of correct direction predictions each week

Dashed line = random chance (50%)

Portfolio vs S&P 500

Growth of $100,000 initial investment

Strategy S&P 500

Weekly Returns (%)

Individual week performance - green positive, red negative

Methodology

How Predictions Work

  • Model predicts weekly price direction (UP/DOWN)
  • ~360 S&P 500 stocks analyzed weekly
  • ML Ensemble: XGBoost + LightGBM + RandomForest
  • 40+ features: technicals, momentum, volatility

Backtest vs Live

  • BACKTEST = Simulated with model accuracy
  • LIVE = Actual predictions made & resolved
  • Trades close at end of each week
  • Entry/exit prices from Yahoo Finance

Important Disclaimers

  • Backtest is simulated, not actual trades
  • Returns exclude transaction costs & slippage
  • Paper trading only (not real money)
  • This is NOT investment advice