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A risk manager at a major global bank is conducting a time series analysis on the returns of equities. The manager aims to ascertain whether the time series exhibits covariance stationarity, a crucial property for reliable financial modeling and forecasting. Which of the following statements correctly identifies a necessary condition for a time series to be considered covariance stationary?