Embodiments are disclosed for automated evaluation of compatibility of a
data structure with a
user device. An example method includes receiving, by communications circuitry, a set of
user device characteristics regarding the
user device, and retrieving, by the
personalization circuitry, a set of
data structure characteristics regarding the
data structure. The example method further includes calculating, by the
personalization circuitry, a set of characteristic-level compatibility scores, and generating, by the
personalization circuitry and based on the set of characteristic-level compatibility scores, a compatibility
score for the data structure and the user device. Subsequently, the example method includes generating, by an aggregator and using the generated compatibility
score, an indication of relative compatibility of the data structure for the user device, and causing transmission, by communications circuitry, of a
control signal to the user device based on the indication of relative compatibility. Corresponding apparatuses and
computer program products are also provided.