Evidence map›Paper›PMID 42577263›Full record

ReviewEducational psychology review2026

A Conceptual Framework to Integrate Research Programs on Self-Regulation in Education.

Franz Wortha, Peter Gerjets, Roger Azevedo, Matthew Bernacki, Birgit Brucker, Babette Bühler, Ann-Christine Ehlis, Enkelejda Kasneci, Akira Miyake, Kou Murayama and 4 more

Abstract readReview
In one paragraph

Review in Educational psychology review, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors.

Franz Wortha *Department of Mathematics Education, Loughborough University, Loughborough, UK.ORCID 0000-0002-0185-0715
Peter Gerjets *LEAD Graduate School and Research Network, University of Tübingen, Tübingen, Germany.ORCID 0000-0003-1358-6779
Roger AzevedoSchool of Modeling, Simulation and Training, University of Central Florida, Orlando, FL USA.ORCID 0000-0002-5018-6232
Matthew BernackiSchool of Education, University of North Carolina at Chapel Hill, Chapel Hill, NC USA.ORCID 0000-0003-1279-2829
Birgit BruckerLEAD Graduate School and Research Network, University of Tübingen, Tübingen, Germany.ORCID 0000-0002-4406-3703
Babette BühlerTechnical University of Munich, Munich, Germany.ORCID 0000-0003-1679-4979
Ann-Christine EhlisLEAD Graduate School and Research Network, University of Tübingen, Tübingen, Germany.ORCID 0000-0002-8142-9743
Enkelejda KasneciLEAD Graduate School and Research Network, University of Tübingen, Tübingen, Germany.ORCID 0000-0003-3146-4484
Akira MiyakeDepartment of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO USA.ORCID 0000-0003-4671-7843
Kou MurayamaLEAD Graduate School and Research Network, University of Tübingen, Tübingen, Germany.ORCID 0000-0003-2902-9600
Benjamin NagengastLEAD Graduate School and Research Network, University of Tübingen, Tübingen, Germany.ORCID 0000-0001-9868-8322
Brent RobertsHector Research Institute of Education Sciences and Psychology, University of Tübingen, Tübingen, Germany.ORCID 0000-0002-3244-1164
Maike TibusHector Research Institute of Education Sciences and Psychology, University of Tübingen, Tübingen, Germany.
Ulrich TrautweinLEAD Graduate School and Research Network, University of Tübingen, Tübingen, Germany.ORCID 0000-0003-0647-0057

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Self-regulation (SR) has emerged as a pivotal construct in educational research, yet its diverse theoretical accounts often lack comprehensive integration. This paper addresses this by proposing an integrative conceptual framework that consolidates four core research traditions on SR in educational settings, each emphasizing distinct underlying mechanisms: (1) Stable Dispositions (e.g., personality traits; Matthews et al., 2009; Roberts et al., 2007; Song et al., 2020), (2) Limited Resources (e.g., working memory capacity and executive functioning; Friedman & Miyake, 2017; Paas et al., 2003; Sweller, 1994), (3) Driving Forces (e.g., motivation, interest, and affect; Eccles & Wigfield, 2002; Hidi & Renninger, 2006; Trautwein et al., 2019), and (4) Learning Activities (e.g., self-regulated learning, cognitive and metacognitive strategies; Winne & Hadwin, 1998; 2008; Zimmerman, 2000). By synthesizing these perspectives, our framework positions SR as a dynamic, interdependent system, emphasizing how interactions and compensatory mechanisms explain individual differences and influence learning outcomes. We further argue for an integrative methodological toolkit, leveraging advanced machine learning and computational models, to capture the multi-level, temporal, and social dynamics inherent in SR. This holistic approach is crucial for advancing a comprehensive and ecologically valid understanding of SR in educational contexts.

Indexed as

Executive functionsMotivationPersonalitySelf-regulated learningSelf-regulation

Identifiers

PMID42577263
PMCPMC13454015

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.