Collaborative problem solving (CPS) is an important 21st century skill that is increasingly recognized as being critical to efficiency, effectiveness, and innovation in the modern global economy (Fiore, Graesser, & Greiff, 2018; Organisation for Economic Cooperation and Development [OECD], 2017a). CPS has attracted interest in international assessments; national assessments of middle and high school students; and training in colleges, industry, and the military (Care,