Sufficiency

Sufficiency refers to a way of capturing all the relevant information about a particular aspect of data or a parameter within a dataset. In statistical terms, a sufficient statistic summarizes the data so that no additional information about the parameter can be gained by looking at the original data beyond this summary. It effectively condenses the data into a form that retains all necessary information needed for inference about that parameter, making analysis more efficient without losing important details.