Assessing Student Performance in a Computational-Thinking Based Science Learning Environment
- Cite this paper as:
- Basu S., Kinnebrew J.S., Biswas G. (2014) Assessing Student Performance in a Computational-Thinking Based Science Learning Environment. In: Trausan-Matu S., Boyer K.E., Crosby M., Panourgia K. (eds) Intelligent Tutoring Systems. ITS 2014. Lecture Notes in Computer Science, vol 8474. Springer, Cham
Computational Thinking (CT) can effectively promote science learning, but K-12 curricula lack efforts to integrate CT with science. In this paper, we present a generic CT assessment scheme and propose metrics for evaluating correctness of computational and domain-specific constructs in computational models that students construct in CTSiM – a learning environment that combines CT with middle school science. We report a teacher-led, multi-domain classroom study using CTSiM and use our metrics to study how students’ model evolution relates to their pre-post learning gains. Our results lay the framework for online evaluation and scaffolding of students in CTSiM.
KeywordsComputational Thinking Science education CT Assessments Computational Modeling Agent-based modeling and Simulations Scaffolding
Unable to display preview. Download preview PDF.