Model agreement
Compare ensemble, random forest and logistic regression probabilities. Agreement can increase confidence, but correlated models do not create certainty.
Probabilistic equity research
QQQ AI Stock Prediction
Invesco QQQ Trust: next-session direction, model probability, component agreement and API-supplied risk levels.
Horizon: Next trading session ﾂｷ Updated:
QQQ prediction snapshot
Probabilities are model estimates, not guarantees. Values appear only when supplied by the HPSILab API.
- AI signal
- Neutral
- Up probability
- 54.67%
- Last close
- $711.5
- RF probability
- 59.6%
- LR probability
- 49.75%
- Daily volatility
- 1.43%
- Suggested stop loss
- $701.36
- Suggested take profit
- $726.71
Probability is not return
A 60% up probability means an estimated 60% chance of an up close for the stated horizon. It does not mean a 60% price gain.
Sentiment context
Current sentiment score: 0.19. Sentiment is one input and can reverse quickly around news or market events.