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Grotzer, Tina A.; Derbiszewska, Katarzyna; Solis, S. Lynneth – Cognition and Instruction, 2017
Research has focused on students' difficulties understanding phenomena in which agency is distributed across actors whose individual-level behaviors converge to result in collective outcomes. Building on Levy and Wilensky (2008), this study identified features of distributed causality students understand and that may offer affordances for…
Descriptors: Grade 4, Grade 6, Interviews, Pretests Posttests
Grotzer, Tina A.; Solis, S. Lynneth; Tutwiler, M. Shane; Cuzzolino, Megan Powell – Instructional Science: An International Journal of the Learning Sciences, 2017
Understanding complex systems requires reasoning about causal relationships that behave or appear to behave probabilistically. Features such as distributed agency, large spatial scales, and time delays obscure co-variation relationships and complex interactions can result in non-deterministic relationships between causes and effects that are best…
Descriptors: Elementary School Students, Elementary School Science, Kindergarten, Grade 2
Grotzer, Tina A. – Rowman & Littlefield Publishers, 2012
What do children's interactions on the playground have to do with foreign policy? How does science understanding in middle school relate to environmental disasters in third world countries? The causal patterns that we detect and how we act upon them pervade every aspect of our lives. These skills will only become more important in the future as…
Descriptors: Middle School Students, Causal Models, Decision Making, Attitude Change