classify an article as empirical if it reports conclusions derived from an analysis of data. Articles that consist
of an essay about an AIS education topic or report student perceptions (without statistical analysis)
regarding a pedagogical innovation are classified as descriptive. Articles that offer materials for classroom
use (e.g., cases, projects, teaching notes) are classified as instructional resources. Table 2