Intern
DFG RESEARCH GROUP—LASTING LEARNING: COGNITIVE MECHANISMS AND EFFECTIVE INSTRUCTIONAL IMPLEMENTATION (FOR 5254)

The testing effect and the complexity of the learning material: metacognition and self-regulation as keys to lasting learning

One method that has been strongly recommended to yield lasting learning is to engage learners in testing, for example, in terms of practice tests. This benefit of testing over restudying, known as the testing effect, has yielded medium effect sizes in meta-analyses but it has been questioned whether testing is effective for learning with complex materials such as complex expository texts. Moreover, final tests typically take place no later than two weeks after learning and little is known about how best to implement testing in the classroom. In the first project phase, we have investigated the testing effect in school classrooms (11th grade German classes) with low- and high-complexity versions of a schoolbook text and found a testing effect for lasting learning eight weeks after initial learning not only for low- but also for high-complexity texts. The current project aims at increasing integration of the studies in the lessons and more closely aligning the measures with further learning objectives in class. An additional focus will be on metacognition and self-regulated learning. Here, studies have found that learners rarely test themselves. This has been attributed to learners underestimating the utility of testing as indicated by low judgments of learning. However, in the first project phase, we demonstrated that learners appreciate the effectiveness of testing for a low-complexity text when their judgments are made offline, that is, when they only imagine learning with practice testing versus restudying and do not get negative performance feedback from a practice test. The second project phase aims at investigating whether this finding generalizes to more complex texts and to final test delays of eight weeks. Moreover, we assume that learners’ rare use of testing is also due to its perceived cognitive costs, since desirable difficulties such as testing are characterized not only by high effectiveness but also by high effort. Cost-benefit assessments could speak even more against testing when learning with complex texts. To test this assumption, we will focus on the self-regulated use of practice tests and restudying to gain insight on how text complexity affects students’ metacognitive judgments, effort ratings, and study decisions and how these factors impact lasting learning. Given that we found robust testing effects even with complex texts (and assuming that learners indeed test themselves too rarely with complex texts), we will further focus on increasing the use of practice tests by investigating the impact of an informed intervention on study decisions and lasting learning. The second project phase will encompass five highly powered, preregistered classroom experiments with established materials from the first project phase as well as newly developed materials in collaboration with experts on didactics of German.

Keywords: testing effect; complexity; element interactivity; learning with texts

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Preprints/Submitted

Lenk-Blochowitz, A., Rummer, R., Glim, S. & Schweppe, J. (2025). Retrieval practice and the impact of text complexity: A field experiment on lasting learning. Manuscript submitted for publication.

Rummer, R., Ende, L., Glim, S., Blumentritt, V., Lenk-Blochowitz, A., & Schweppe, J. (2025). The testing effect occurs with both coherent and incoherent text material. PsyArXiv Preprint. https://osf.io/preprints/psyarxiv/d7pcx_v1

Schweppe, J., Johannes, C., & Pucher, M. (2026). Effects of different types of feedback on text-based learning with practice tests. Manuscript submitted for publication. 

2026

Weissgerber, S. C., & Rummer, R. (2026). A multi-verse lack of replication for working memory capacity as moderator of the perceptual disfluency effect. Learning and Individual Differences, 126, 102806. https://doi.org/10.1016/j.lindif.2025.102806

2025

Pan, S. C., Schweppe, J., Teo, A. Z. J., Indrajaya, A., & Wenzel, N. (2025). Using AI-generated prequestions to improve memory and text comprehension. Journal of Applied Research in Memory and Cognition. Advance online publication. https://elibrary.utb.de/doi/10.5555/ml-238-2023_06 (open access)

Schweppe, J., Lenk-Blochowitz, A., Pucher, M., & Ketzer-Nöltge, A. (2025). Interleaved practice in foreign language grammar learning: A field study. Journal of Educational Psychology. Advance online publication. https://doi.org/10.1037/edu0000917 (open access)

2024

Weissgerber, S. C., Terhorst, D. I. P., & Rummer, R. (2024). Is the perceptual disfluency effect moderated by working memory capacity? Direct replication of Lehmann et al. (2016). Metacognition and Learning, 19(1), 293–318. https://doi.org/10.1007/s11409-023-09366-7 (open access)

Zeitlhofer, I., Zumbach, J., & Schweppe, J. (2024). Complexity affects performance, cognitive load, and awareness. Learning and Instruction, 94, 102001. https://doi.org/10.1016/j.learninstruc.2024.102001 (open access)

2023

Ebersbach, M., Guschlbauer, J. A., & Rummer, R. (2023). Flickering presentations affect judgments of learning but not learning outcomes. Applied Cognitive Psychology, 37(4), 889–898. https://doi.org/10.1002/acp.4086 (open access)

Weissgerber, S. C., Terhorst, D. I. P., & Rummer, R. (2023). Is the perceptual disfluency effect moderated by working memory capacity? Direct replication of Lehmann et al. (2016). Metacognition and Learning, 19, 293–318. https://doi.org/10.1007/s11409-023-09366-7 (open access)

Weissgerber, S. C.,* & Rummer, R.* (2023). More accurate than assumed: Learners’ metacognitive beliefs about the effectiveness of retrieval practice. Learning & Instruction, 83, 101678. https://doi.org/10.1016/j.learninstruc.2022.101679

2022

Rummer, R.*, & Schweppe, J.* (2022). Komplexität und der Testungseffekt: Die mögliche Bedeutung der Verständnissicherung für den Nutzen von Abrufübung bei komplexem Lernmaterial. Unterrichtswissenschaft, 50, 37–52. https://doi.org/10.1007/s42010-021-00137-4

Wenzel, K., Schweppe, J., & Rummer, R. (2022). Are open‐book tests still as effective as closed‐book tests even after a delay of 2 weeks?. Applied Cognitive Psychology, 36(3), 699–707. https://doi.org/10.1002/acp.3943

 

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