Sufficient statistics are a set of statistics that provide all the information necessary to compute any estimate of a parameter in a statistical model, effectively summarizing the data without loss of information. They are crucial in the field of statistical inference, enabling more efficient data analysis by reducing the dimensionality of the data while preserving all relevant information about the parameters.