Implementation with missing data

We analyze implementation in environments where planners observe societies’ incomplete choice data and are partially informed about how to associate individuals’ preferences with states of the economy, on which desired collective goals depend. We identify necessary conditions and show that they are sufficient in economic environments. Further, we establish that more information enriches implementation opportunities. To demonstrate practicality, we examine the implementability of an efficiency notion suited to this setting.