Stochastic volatility is an academic concept and methodological framework in time series analysis where the volatility of a process is modeled as a random variable that evolves over time, rather than being constant or a deterministic function of past observations. This approach is fundamental for understanding and quantifying the inherently unpredictable fluctuations in risk, particularly in financial markets, and is crucial for applications such as asset pricing and risk management.