Model Comparison — XGBoost
30-Day Stock Predictor
Enter a stock ticker to run Model 1.1 (stock technicals, production-safe),
Model 2.1 (stock + SPY & VIX context, production-safe), and
Model 3 (ensemble of Model 1.1 + Model 2.1 + per-stock news sentiment +
public trade activity) side by side. If the ticker is on your
watchlist, all three predictions will be saved automatically.
Performance Comparison
How each model has scored on resolved 30-day predictions.
Running Model 1.1, Model 2.1, and Model 3…
0%
Downloading stock, SPY & VIX data, preparing features, training both models,
and building forecasts.
Model 1.1
Stock Technicals (production-safe)
—
Predicted Return
—
Est. Price (30d)
—
MAE —
RMSE —
R² —
Dir. Acc. —
Model 2.1
Stock + Market Context (production-safe)
—
Predicted Return
—
Est. Price (30d)
—
MAE —
RMSE —
R² —
Dir. Acc. —
Model 3
Ensemble (M1.1 + M2.1 + sentiment + public trades)
—
Predicted Return
—
Est. Price (30d)
—
M1.1 (45%) —
M2.1 (55%) —
Sentiment —
Headlines —
✓ All three predictions were saved because the ticker is on
your watchlist. Their results feed the model accuracy summary above
once their 30-day horizon resolves.