Abstract: Methods and apparatus to respond to recalls are disclosed. An example method includes receiving product recall information and generating at least one store cohort based on the received product recall information to represent a plurality of stores spatially arranged based on relative similarities to at least one channel. The example method also includes generating at least one ranked list of contact information based on the at least one store cohort, and disseminating the received product recall information to an entity associated with the contact information.

Abstract: Methods and apparatus to facilitate sales estimates are disclosed. An example method includes compiling, in a market intelligence database, point of sale (POS) data collected at stores using a first data collection system, compiling, in a market intelligence database, consumer purchase data collected from panelists using a second data collection system, compiling, in a market intelligence database, geographically informed demographic data collected with a third data collection system, and compiling, in a market intelligence database, store characteristic data collected with a fourth data system in a market. The example method also includes organizing at least a subset of the POS data, the consumer purchase data, the geographically informed demographic data, or the store characteristic data into a first multi-dimensional volume of cells.