Formative Assessment of Computational Thinking: Cognitive and Metacognitive Processes
Authors:
- Sarah BonnerSarah Bonner
- Peggy ChenPCPeggy Chen
- Kristi JonesKJKristi Jones
- Brandon MilonovichBMBrandon Milonovich
- 2 January 2021
- journal article
- research article
- Published by Taylor & Francis in Applied Measurement in Education
- Vol. 34 (1) , 27-45
Abstract
We describe the use of think alouds to examine substantive processes involved in performance on a formative assessment of computational thinking (CT) designed to support self-regulated learning (SRL). Our task design model included three phases of work on a computational thinking problem: forethought, performance, and reflection. The cognitive processes of seven students who reported their thinking during all three phases were analyzed. Ratings of artifacts of code indicated the computational thinking problem was moderately difficult to solve (M = 15, SD = 5) on a scale of 0 to 21 points. Profiles were created to illustrate length and sequence of different types of cognitive processes during the think-aloud. Results provide construct validity evidence for the tasks as formative assessments of CT, elucidate the way learners at different levels of skill use SRL, shed light on the nature of computational thinking, and point out areas for improvement in assessment design.Keywords
Funding Information
- Division of Research on Learning in Formal and Informal Settings (1813575)
This publication has 40 references indexed in Scilit:
- Computational Thinking in K–12Educational Researcher, 2013
- Formative assessment: a critical reviewAssessment in Education: Principles, Policy & Practice, 2011
- The Development of an Attribution-Based Theory of Motivation: A History of IdeasEducational Psychologist, 2010
- Computational thinking and thinking about computingPhilosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 2008
- Computational thinkingCommunications of the ACM, 2006
- Self‐regulation empowerment program: A school‐based program to enhance self‐regulated and self‐motivated cycles of student learningPsychology in the Schools, 2004
- Becoming a Self-Regulated Learner: An OverviewTheory Into Practice, 2002
- Accessing problem-solving strategy knowledge: The complementary use of concurrent verbal protocols and retrospective debriefing.Journal of Educational Psychology, 2000
- Assessment and Classroom LearningAssessment in Education: Principles, Policy & Practice, 1998
- The validity of verbal protocolsMemory & Cognition, 1989