Moving averages are statistical calculations used to analyze data points by creating a series of averages of different subsets of the full data set, which helps in smoothing out short-term fluctuations and highlighting longer-term trends or cycles. They are widely used in time series analysis, particularly in financial markets, to identify potential trends and reversals.