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Marvin Rost

@mrost.bsky.social

Post-doctoral researcher at Technical University of Munich (Chemistry Education Research) โค๏ธ quantitative educational research (NLP & IRT) ๐Ÿ“ˆ๐Ÿ“Š โค๏ธ philosophy of science (models & modeling)๐Ÿ“–๐Ÿ“š

232 Followers  |  290 Following  |  12 Posts  |  Joined: 09.10.2023
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Posts by Marvin Rost (@mrost.bsky.social)

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Variations in Repeated Measures of Cognitive Load and Interest During Complex Learning Tasks - Educational Psychology Review Systematic analyses of repeated measures of cognitive load during realistic, complex learning tasks are still lacking. Previous findings are based on simulations and the use of a set of multiple short problem-solving tasks. For the present study, lower secondary level pupils (N = 360) worked on three worked examples on the topic of acids in their chemistry lessons. Cognitive load (invested mental effort and perceived task difficulty), interest, and self-assessed understanding were measured at seven points during the completion of each example. The study examines differences between repeated measures of cognitive load and interest and the relationship between the variables. The results show that the values of the repeated measures differ significantly and are poorly represented by the mean value across the measurement points. In addition, the pairwise relationship between the variables (invested effort, perceived task difficulty, interest, and self-assessed understanding) is not constant at different measurement points. Further analyses also show that different intervention conditions during the learning phase and prior knowledge are additional influencing factors.

An #OpenAccess study in 'Educational Psychology Review' finds cognitive load and interest shift throughout complex learning tasksโ€”showing repeated measures offer richer insight into how students learn. @mrost.bsky.social bit.ly/4rQMdvS #PsychSciSky #EduSky

20.02.2026 16:00 โ€” ๐Ÿ‘ 2    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Befristung: vorherrschend. Strategie: keine. Reform: keine. - Ernรผchternder Befund des neuen European Commission
#EURYDICE Reports โ€žAcademic Staff in Europe 2025โ€œ fรผr das deutsche Wissenschaftssystem.

#IchBinHanna @gew.de

๐Ÿ‘‰ eurydice.eacea.ec.europa.eu/publications...

09.02.2026 06:08 โ€” ๐Ÿ‘ 26    ๐Ÿ” 11    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Well... sh** ๐Ÿ˜ณ

02.02.2026 13:09 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Variations in Repeated Measures of Cognitive Load and Interest During Complex Learning Tasks - Educational Psychology Review Systematic analyses of repeated measures of cognitive load during realistic, complex learning tasks are still lacking. Previous findings are based on simulations and the use of a set of multiple short...

Finally, I contributed to the analyses for a very prestigious publication where we looked at 360 HS students, 21 measurements over chemistry problem solving tasks, and a longitudinal Bayesian analysis. Message: good instructions are important in learning tasks (surprise!).
doi.org/10.1007/s106...

21.01.2026 13:18 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Exploring cognitive load dynamics with an AI-based voice assistant in high school chemistry experiments Laboratory courses in chemistry education inherently involve cognitive and sensorimotor tasks that demand substantial cognitive resources. Using a Directed Acyclical Graph (DAG) approach coupled with ...

Using a crude and expandable causal modeling approach, as proposed by @rmcelreath.bsky.social, I analyzed the relationship between high school students' prior knowledge and their cognitive load trajectories during chemical experiments. (pls be kind ๐Ÿฅบ)
doi.org/10.1515/cti-...

21.01.2026 13:15 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Using Computational Grounded Theory to Analyze Pre-service Chemistry Teachersโ€™ Reflective Practice Regarding Technology Integration in Classrooms Within a Service-Learningโ€“Oriented Seminar - Journal o... Integrating digital technologies in science education requires innovative methods to bridge theoretical knowledge and practical classroom application. This study examines a seminar at an Austrian univ...

I let a machine help me to understand university students' learning diaries under the paradigm of Computational Grounded Theory (@lauraknelson.bsky.social ). It found patterns that I had not seen from my human point of view.
doi.org/10.1007/s109...

21.01.2026 13:12 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Phew, what a successful year since I started as a postdoc in #chemistryeducation @tum.de ! Here are three of my publications from the last 12 months in chronological order. No. 3 is ๐Ÿ”ฅ! ๐Ÿค“

21.01.2026 13:09 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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a man says who would have thought in front of a framed picture ALT: a man says who would have thought in front of a framed picture
21.11.2025 08:03 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

#easystats was a complete gamechanger for me!

21.08.2025 19:35 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Scientific fraud has become an โ€˜industry,โ€™ alarming analysis finds Sophisticated global networks are infiltrating journals to publish fake papers

A consequence of publish or perish pressures; some people will be unscrupulous. And I suspect that AI will only make this worse. www.science.org/content/arti...

08.08.2025 09:56 โ€” ๐Ÿ‘ 4    ๐Ÿ” 5    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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Der #CallforPapers fรผr die kommende #GEBF26 ist online!
Wir freuen uns รผber zahlreiche Beitrรคge aus allen Bereichen der #Empirischen #Bildungsforschung. Einreichungen sind vom 15.7. bis 15.9. 2026 mรถglich. Den Call for Papers und alle relevanten Infos gibt's hier: www.gebf2026.de @gebf.bsky.social

30.05.2025 09:45 โ€” ๐Ÿ‘ 12    ๐Ÿ” 12    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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๐Ÿ“ฃ Sponsoren fรผr die #GEBF2026 gesucht!
Gestalten Sie die Bildung der Zukunft mit. Unterstรผtzen Sie den GEBF-Kongress an der TUM & fรถrdern Sie Bildungsforschung im DACH-Raum. ๐Ÿ“ง Kontakt: gebf2026@sot.tum.de
#BildungZรคhlt #ZukunftDesLernens #TUM

08.07.2025 11:49 โ€” ๐Ÿ‘ 4    ๐Ÿ” 4    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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NICHT im Fachraum essen Podcast ยท NICHT im Fachraum essen Team ยท Unser Podcast โ€žNicht im Fachraum essen!โ€œ beschรคftigt sich mit naturwissenschaftsdidaktischer Forschung, den daraus resultierenden Ergebnissen fรผr das Lehren un...

Wer sich als #ichbinhannah schon #einkuscheln mรถchte: Was beforschen MINT-Didaktiker*innen? Reinhรถren in "NICHT im Fachraum essen", eine Initiative von und mit Early Career Researchers! Gefรถrdert durch die Stiftung der Gesellschaft fรผr Didaktik der Chemie und Physik.
open.spotify.com/show/03vJYRl...

18.12.2024 06:55 โ€” ๐Ÿ‘ 2    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

This very moment, I am procrastinating from thinking through DAGs for a time series in my current research project. Your post is such a helpful resource. Thank you so much! *flies back to desk*

30.11.2024 17:13 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Wie frustrierend... Aber kein unbekanntes Muster, oder? Diese Art der Diskussion gibt es in meinem Umfeld hรคufig wenn es um generative Textsysteme geht. Ich wรผnschte diese Gesprรคche wรผrden eher dazu fรผhren, vertieft รผber Lernen/Schule/Lehrkraft-Sein an sich nachzudenken statt รผber Oberflรคchen.

14.01.2024 06:33 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Beim Terrorangiff auf #Israel wurden auch Mitglieder meiner Fachgesellschaft ermordet. Es gab es keine Stellungnahme dazu, dann eine schlechte. Zusammen mit Kollegen habe ich einen offenen Brief verfasst: joshuamrosenberg.com/post/2023/10...

24.10.2023 15:07 โ€” ๐Ÿ‘ 3    ๐Ÿ” 2    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

It's ridiculous. For ~ 1.5-3k they should effin' take our plain text files + figs and handicraft the articles themselves.

24.10.2023 06:55 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

First post! ๐Ÿซก Who else is interested in (science) education research? ๐Ÿ‘‰๐Ÿ‘ˆ

20.10.2023 10:25 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0