Abstract
This paper presents a computational approach to understanding and predicting the behavior of Earth Science educators using an online curriculum planning tool incorporating digital library resources. It expands on prior work on understanding educators' adoption and use of digital library resources [2] by introducing a methodology for characterizing user behaviors and understanding the trends and frequent patterns of use that are observable from these behaviors.