What is daily volatility (σ) in a stock forecast?

Daily volatility (σ) is the typical day-to-day price swing for a stock, in dollars — the primary diffusion input that drives the width of a forecast's confidence band.

Why volatility drives the CI90 band

σ is computed over a trailing window and drives how widely the quantum model's simulated price paths spread — higher σ widens the CI90 band directly, because a stock that swings more day to day genuinely has a wider range of plausible future outcomes. Annualised volatility is roughly σ_daily × √252, the standard trading-day scaling.

Live example: over a recent trading day AAPL typically moved about $1.99 up or down. That is its volatility (sigma): the usual size of one day's move, not its direction. A bigger sigma means a wider, less certain forecast band, because the price has more room to wander. See the full AAPL forecast for the CI90 band this volatility estimate produces.

Realized vs. implied, and why it matters for sizing

A large gap between realized and implied volatility is itself a signal worth watching, though the forecast band is driven by the realized figure. Volatility feeds directly into risk-first position sizing: higher σ means a wider stop-loss is needed to avoid normal noise, which shrinks recommended position size for a given dollar-risk budget.

Frequently asked questions

What is the difference between realized and implied volatility?

Realized volatility is computed from actual historical price moves; implied volatility is backed out of current options prices and reflects forward-looking expectations. Quantustik's forecast band is driven by realized volatility.

Why does higher volatility widen the CI90 band?

The band width comes directly from the diffusion term in the quantum model's forecast equation — a larger daily standard deviation of price changes means a genuinely wider range of plausible outcomes.

How does volatility affect position sizing?

Higher volatility requires a wider stop-loss, which reduces the recommended position size for a fixed dollar-risk budget.

Learn this in the Academy

See it on a ticker

AAPL analysis shows this metric in context, or browse all S&P 500 tickers.

Related terms

Educational research only — not investment advice.