Volatility clustering refers to the phenomenon where large changes in asset prices are often followed by large changes, and small changes tend to be followed by small changes, indicating that volatility tends to cluster over time. This characteristic is a key feature of financial time series and suggests that volatility is not constant but varies over time, often in a predictable manner.