A sufficient statistic is a statistic that captures all the information needed about a parameter of interest from a sample of data. When a statistic is sufficient, it means that no additional information about the parameter can be gained from the data, given that statistic. This concept is vital as it helps in simplifying statistical inference and leads to more efficient estimation methods.
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