Although personal inputs and contextual variables in social cognitive career theory (SCCT) are recognized as key factors that affect career interests and choices, research has given minimal attention to the role of these variables in a collectivistic culture context. We present a study examining science, technology, engineering, and mathematics…

The current study explores students' collaboration and problem solving (CPS) abilities using a human-to-agent (H-A) computer-based collaborative problem solving assessment. Five CPS assessment units with 76 conversation-based items were constructed using the PISA 2015 CPS framework. In the experiment, 53,855 ninth and tenth graders in Taiwan were…