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Comparing Behavioral Data Versus Self-Reported Use of Learning Strategies in a Multiperspective Hypermedia Learning Environment

Thu, April 8, 1:00 to 2:00pm EDT (1:00 to 2:00pm EDT), SIG Sessions, SIG-Studying and Self-Regulated Learning Roundtable Sessions

Abstract

Researchers have demonstrated the importance of self-regulated learning (SRL) to academic success, in numerous disciplines. However, more research is needed regarding various forms of measuring SRL, and in particular, whether and how offline and online measures differ in their predictive validity. In our study, we compared parallel self-reported measures of strategy use with trace data of learning behaviors to determine which predicted academic performance on an art history learning task in a multi-perspective hypermedia learning environment. German university students (n = 233) took an art history knowledge pretest, studied a 20-piece art collection hosted within the learning environment, and completed a posttest. A regression revealed that trace data were statistically significantly predictive of performance but self-reported strategy use was not.

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