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Intermediate Proof

Sufficiency: Capturing All the Information

Sufficiency doesn't mean a statistic is 'best' for estimation; it only guarantees that no information about θ \theta is lost. Many non-sufficient statistics can still be useful.
Institutional Reference: Statistical Inference I
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