The final design should always be selected to minimize estimation error in light of all available information—including both what is learned through sampling and what is known in advance through auxiliary data. For example, when participant-level claimed saving estimates are available, the sample design and analysis plan should use this information to increase efficiency (typically through stratification and/or ratio estimation).