Student or educator? Sign up with your school email and get 6 months of Pro free.
Cited by 174

The DOI matches its Crossref record; 1 of the 1 references it cites were found in a registry or an index.

Education as a Complex System: Conceptual and Methodological Implications

Jacobson, Michael J., Levin, James A., Kapur, Manu·2019·Educational Researcher

Abstract

Education is a complex system, which has conceptual and methodological implications for education research and policy. In this article, an overview is first provided of the Complex Systems Conceptual Framework for Learning (CSCFL), which consists of a set of conceptual perspectives that are generally shared by educational complex systems, organized into two focus areas: collective behaviors of a system, and behaviors of individual agents in a system. Complexity and research methodologies for education are then considered, and it is observed that commonly used quantitative and qualitative techniques are generally appropriate for studying linear dynamics of educational systems. However, it is proposed that computational modeling approaches, being extensively used for studying nonlinear characteristics of complex systems in other fields, can provide a methodological complement to quantitative and qualitative education research approaches. Two research case studies of this approach are discussed. We conclude with a consideration of how viewing education as a complex system using complex systems’ conceptual and methodological tools can help advance education research and also inform policy.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.3102/0013189x19826958

Cites

1 of 1 references verified0 citation errors · 0 not checkable

Statistics

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Show all 1 references

Research works printed but not linked: 36

  1. Arthur B., 1997, The economy as an evolving complex system II
  2. Bar-Yam Y., 2003, Dynamics of complex systems
  3. 10.1007/1-4020-3201-3_39 · DOI
  4. 10.1177/1356389013495617 · DOI
  5. Casti J. L., 1994, Complexificantion: Explaining a paradoxical world through the science of surprise
  6. 10.1037/1089-2680.1.1.42 · DOI
  7. Epstein J. M., 2006, Generative Social Science: Studies in Agent-Based Computational Modeling
  8. 10.7551/mitpress/3374.001.0001 · DOI · Paper page
  9. 10.2307/1174685 · doi:10.2307/1174685 · Paper page
  10. Gell-Mann M., 1994, The quark and the jaguar: Adventures in the simple and the complex
  11. Gleick J., 1987, Chaos: Making a new science
  12. Holland J. H., 1995, Hidden order: How adaptation builds complexity
  13. 10.1007/s11424-006-0001-z · DOI · Paper page
  14. Jacobson M. J., 2012, Theoretical foundations of learning environments, 303
  15. 10.1080/00461520.2016.1166963 · DOI
  16. 10.1207/s15327809jls1501_4 · DOI · Paper page
  17. 10.3115/1599600.1599662 · DOI
  18. 10.1093/oso/9780195079517.001.0001 · DOI · Paper page
  19. Kauffman S., 1995, At home in the universe: The search for laws of self-organization and complexity
  20. 10.1111/j.1469-5812.2007.00401.x · DOI
  21. Levin J. A., Datnow A. (2012). The principal role in data driven decision making: Using case study data to develop multi-mediator models of educational reform. School Effectiveness and School Improvement, 23(2), 179–201. Available online at https://doi.org/110.1080/09243453.09242011.09599394. · DOI · Paper page
  22. 10.18564/jasss.2402 · doi:10.18564/jasss.2402
  23. 10.1126/science.1195153 · DOI
  24. 10.1111/j.1469-5812.2007.00413.x · DOI · Paper page
  25. 10.1093/oso/9780195124415.001.0001 · DOI · Paper page
  26. Parunak H. V. D., 1998, In (pp, 10
  27. 10.1016/j.ijresmar.2011.04.002 · DOI · Paper page
  28. 10.1017/CBO9780511734892 · DOI · Paper page
  29. 10.1002/9781119954200 · DOI · Paper page
  30. 10.1207/S15327809JLS1202_2 · DOI · Paper page
  31. Testfatsion L. (2006). Agent-based computational economics: A constructive approach to economic theory. In Judd K. L., Tesfatsion L. (Eds.). Amsterdam; New York, NY: Elsevier. · DOI · Paper page
  32. 10.1038/30918 · DOI · Paper page
  33. 10.29173/cmplct24566 · DOI
  34. 10.1017/CBO9781139519526.020 · DOI
  35. Wilensky U., 2015, An introduction to agent-based modeling: Modeling natural, social, and engineered complex systems with NetLogo
  36. Wolfram S., 2002, A new kind of science

Cited by

See all 174

Metadata

Authors
Jacobson, M. J., Levin, J. A., & Kapur, M.
Venue
Educational Researcher
Published
2019-02-13
Volume
48
Issue
2
Pages
112-119
ISSN
  • 0013-189X
  • 1935-102X
Cited by
174
References
1
Language
en
Funders
Australian Research Council (DP150102144)

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

How to cite

Cite CoChat for the checks on this page, and the paper for its own findings.

This page
CoChat. (2026). Citation check: Education as a Complex System: Conceptual and Methodological Implications. https://app.cochat.ai/papers/10.3102/0013189x19826958
The paper
Jacobson, M. J., Levin, J. A., & Kapur, M. (2019). Education as a Complex System: Conceptual and Methodological Implications. Educational Researcher. https://doi.org/10.3102/0013189x19826958

Data sources

Bibliographic data: Semantic Scholar, OpenAlex, Crossref.

Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).

Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.