An analytical approach was employed to compare sensitivity of causal effect estimates with different assumptions on treatment noncompliance and non-response behaviors. The core of this approach is to fully clarify bias mechanisms of considered models and to connect these models based on common parameters. Focusing on intention-to-treat analysis,…

While the aptitude treatment interaction (ATI) approach to educational measurement emphasizes establishing salient learner characteristics, systematic formative evaluation provides ongoing evaluation for instructional program modification. Systematic formative evaluation appears more tenable than ATI for developing individualized instructional…

Anxiety disorders are the most common mental health concerns in the United States and they tend to be among the most frequently reported in college mental health. While efficacious research for the psychotherapy treatment of specific anxiety disorders (e.g., social phobia, panic disorder, etc.) exists, the picture is more complex in clinical…