Adaptive learning in bionics: transforming science education

Introduction Adaptive learning platforms offer innovative teaching approaches by tailoring educational content to individual learner’s needs, abilities, and paces. Methods This study investigates the effects of an adaptive digital learning platform on user experience, motivation, and learning outcomes among 56 sixth-grade students from two German grammar schools. Students completed three bionics-focused modules— “polar bear”, “heat transfer”, and “temperature and heat”—integrated into science lessons. Data from questionnaires and performance tests assessed prior knowledge, learning success, cognitive activation, and situational interest. Results The findings indicate that 98% of students found digital media motivating, with 81% favoring a hybrid mix of traditional and digital teaching methods. Positive emotional responses were reported by 62% of participants, though 38% experienced uncertainty. The “polar bear” module achieved the highest learning gain (+41%), followed by “heat transfer” (+23%) and “temperature and heat” (+13%) module. Discussion These results suggest that adaptive digital learning platforms can enhance learning outcomes and cognitive engagement, particularly when the content aligns with student interests and needs.

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Publication Details

Journal
Frontiers in Education
Published
2025-02-05
DOI
https://doi.org/10.3389/feduc.2025.1427083
Citations
2
Primary Topic
Biomedical and Engineering Education
Type
article
Field-Weighted Citation Impact
1.35

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article

Adaptive learning in bionics: transforming science education

Sebastian Becker-Genschow, Nadine Honke
2 citations
Frontiers in Education
Biomedical and Engineering Education
1.35
article

Adaptive learning in bionics: transforming science education

Sebastian Becker-Genschow, Nadine Honke
article en
2 citations

Abstract

Introduction Adaptive learning platforms offer innovative teaching approaches by tailoring educational content to individual learner’s needs, abilities, and paces. Methods This study investigates the effects of an adaptive digital learning platform on user experience, motivation, and learning outcomes among 56 sixth-grade students from two German grammar schools. Students completed three bionics-focused modules— “polar bear”, “heat transfer”, and “temperature and heat”—integrated into science lessons. Data from questionnaires and performance tests assessed prior knowledge, learning success, cognitive activation, and situational interest. Results The findings indicate that 98% of students found digital media motivating, with 81% favoring a hybrid mix of traditional and digital teaching methods. Positive emotional responses were reported by 62% of participants, though 38% experienced uncertainty. The “polar bear” module achieved the highest learning gain (+41%), followed by “heat transfer” (+23%) and “temperature and heat” (+13%) module. Discussion These results suggest that adaptive digital learning platforms can enhance learning outcomes and cognitive engagement, particularly when the content aligns with student interests and needs.

Frontiers in EducationVol. 10
TH Köln - University of Applied Sciences (DE)
Joachim Herz Stiftung
Openalex Percentile: Top 22%
Biomedical and Engineering Education
1.35
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