Understanding the concept of variation in a time series requires analyzing the influence of an autocorrelation function and other related time series. These factors are crucial in determining the patterns and trends within a time series, and can provide valuable insights into the behavior of financial data. By delving into these concepts, we can gain a deeper understanding of the fluctuations and movements in financial markets.