What is the ML Signal?

A three-class label — BULLISH / NEUTRAL / BEARISH — from a Random Forest classifier, shown next to the quantum forecast. Read it as a plain-words second opinion on the same question the forecast answers with numbers: is this stock more likely to rise or fall over the horizon?

What each label means for your decision

BULLISH means the model estimates a high probability the price clears its return threshold over the horizon; NEUTRAL means no strong edge either way; BEARISH means that probability is low. BEARISH is deliberately narrow — “consider exiting an existing long,” not a recommendation to short-sell. Quantustik does not issue short-sell signals, so on a stock you don’t own a BEARISH label is just a reason not to buy today.

The one caveat: it is not independent confirmation

It is tempting to read “the ML Signal agrees with the quantum forecast” as two separate methods converging — stronger evidence than either alone. It isn’t. The classifier’s inputs include quantum-model-derived features, so when the two point the same way they are correlated, not independent, and agreement should not be double-counted. For a genuine cross-check, look to inputs the model doesn’t already consume — fundamentals, insider activity, or the macro conditions.

Frequently asked questions

Does a BEARISH ML Signal mean I should short the stock?

No. BEARISH means the model rates the probability of a gain as low — a reason to consider exiting an existing long or not buying today, never a short-sell recommendation.

If the ML Signal agrees with the quantum forecast, is that stronger evidence?

Not as much as it looks. The classifier’s inputs include quantum-model-derived features, so the two are correlated, not independent — agreement is expected and should not be double-counted as confirmation.

Should I act on the ML Signal alone?

No. It is one input among several and educational research only — read it alongside model confidence and buy probability, never as personalised investment advice.

See it on a ticker

Browse all S&P 500 tickers to see this metric applied to individual companies.

Related terms

Educational research only — not investment advice.