Complexity affects performance, cognitive load, and awareness

Problem-solving encourages learners to engage in deep knowledge processing. However, merely providing problem-solving activities without considering task complexity may not optimize learning. The present study analyzed the effects of task complexity (consistently high vs. gradually increasing) on performance, germane cognitive load, meta-awareness, and intrinsic interest using a learning task conducted in a laboratory. We analyzed data collected from 98 graduate and ungraduated university students ( N = 98; M age = 21.22 years, SD = 3.03). The study comprised a main session and a post-test. During the main session participants completed a problem-solving task either with consistently high complexity or gradually increasing complexity. During the post-test all participants solved the task once with high complexity. Metacognition (regulation, knowledge), germane cognitive load, meta-awareness, and intrinsic interest were assessed by self-evaluation questionnaires. The findings indicated positive effects of consistently high complexity on immediate performance, germane cognitive load, and meta-awareness. Additionally, an important relationship between metacognition (regulation, knowledge) and meta-awareness was identified when learning with gradually increasing complexity. However, no impact of task complexity on intrinsic interest was found. The findings suggest that exposing learners to consistently high complexity tasks can have beneficial effects on learning without negatively influencing intrinsic interest. • Tasks with consistently high complexity improve immediate performance. • High complexity positively impacts germane cognitive load and meta-awareness. • Consistently high complexity benefits learners with low metacognition. • Task complexity has no impact on learners' intrinsic interest.

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Publication Details

Journal
Learning and Instruction
Published
2024-08-26
DOI
https://doi.org/10.1016/j.learninstruc.2024.102001
Citations
16
Primary Topic
Visual and Cognitive Learning Processes
Type
article
Field-Weighted Citation Impact
8.12
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article

Complexity affects performance, cognitive load, and awareness

Judith Schweppe, Ines Zeitlhofer, Joerg Zumbach
16 citations
Learning and Instruction
Visual and Cognitive Learning Processes
8.12
article

Complexity affects performance, cognitive load, and awareness

Judith Schweppe, Ines Zeitlhofer, Joerg Zumbach
article en
16 citations

Abstract

Problem-solving encourages learners to engage in deep knowledge processing. However, merely providing problem-solving activities without considering task complexity may not optimize learning. The present study analyzed the effects of task complexity (consistently high vs. gradually increasing) on performance, germane cognitive load, meta-awareness, and intrinsic interest using a learning task conducted in a laboratory. We analyzed data collected from 98 graduate and ungraduated university students ( N = 98; M age = 21.22 years, SD = 3.03). The study comprised a main session and a post-test. During the main session participants completed a problem-solving task either with consistently high complexity or gradually increasing complexity. During the post-test all participants solved the task once with high complexity. Metacognition (regulation, knowledge), germane cognitive load, meta-awareness, and intrinsic interest were assessed by self-evaluation questionnaires. The findings indicated positive effects of consistently high complexity on immediate performance, germane cognitive load, and meta-awareness. Additionally, an important relationship between metacognition (regulation, knowledge) and meta-awareness was identified when learning with gradually increasing complexity. However, no impact of task complexity on intrinsic interest was found. The findings suggest that exposing learners to consistently high complexity tasks can have beneficial effects on learning without negatively influencing intrinsic interest. • Tasks with consistently high complexity improve immediate performance. • High complexity positively impacts germane cognitive load and meta-awareness. • Consistently high complexity benefits learners with low metacognition. • Task complexity has no impact on learners' intrinsic interest.

Learning and InstructionVol. 94
University of Salzburg (AT), University of Passau (DE)
Openalex Percentile: Top 2%
Visual and Cognitive Learning Processes
8.12
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