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van der Graaf, Joep; Lim, Lyn; Fan, Yizhou; Kilgour, Jonathan; Moore, Johanna; Gaševic, Dragan; Bannert, Maria; Molenaar, Inge – Metacognition and Learning, 2022
Self-regulated learning (SRL) has been linked to improved learning and corresponding learning outcomes. However, there is a need for more precise insights into how SRL during learning contributes to specific learning outcomes. We operationalised four learning outcomes that varied on two dimensions: structure/connectedness and level/deepness of…
Descriptors: College Students, Self Control, Learning Processes, Independent Study
Hartmann, Christian; Rummel, Nikol; Bannert, Maria – Journal of Learning Analytics, 2022
This paper presents a fine-grained process analysis of 22 students in a classroom-based learning setting. The students engaged (and failed) in problem-solving attempts prior to instruction (i.e., the Productive-Failure approach). We used the HeuristicsMiner algorithm to analyze the data of a quasi-experimental study. The applied algorithm allowed…
Descriptors: Heuristics, Problem Solving, Computer Software, Comparative Analysis
Münchow, Hannes; Bannert, Maria – Educational Psychology, 2019
Emotional designing describes the elicitation of positive affect during learning through specific design elements of the learning environment to enhance learning. This experimental study examined the effectivity of an emotional design procedure on learning performance. Moreover, the learner's affective states before learning were taken into…
Descriptors: Educational Environment, Instructional Design, Affective Behavior, Student Motivation