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Home›Scientometrics›Network-based Mapping Review
Process / pipelineReview / evidence synthesis

Network-based Mapping Review

Also known as: network mapping review, citation-network mapping review, network-enhanced evidence mapping, network-informed mapping review

A network-based mapping review combines the breadth of a traditional evidence mapping exercise with bibliometric network analysis to chart the structural landscape of a research field. Rather than simply cataloguing studies by topic, this approach constructs citation, co-authorship, or co-word networks to reveal clusters of intellectual activity, influential works, and collaboration patterns — producing both a visual and a descriptive map of the evidence base.

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Network-based Mapping review
Bibliographic CouplingBibliometric AnalysisCo-Citation AnalysisMapping ReviewScience MappingScoping Review

When to use it

Use a network-based mapping review when the goal is to chart the intellectual structure and thematic landscape of a research field rather than to answer a specific effectiveness question. It is especially valuable when the field is large, multidisciplinary, or rapidly evolving, and when understanding how subfields relate to each other is as important as listing what has been done. It requires access to structured bibliographic data with citation metadata from databases such as Web of Science or Scopus; do not use it when only a small body of literature exists (fewer than ~100 records), when the research question calls for intervention effectiveness synthesis (use systematic review or meta-analysis instead), or when full-text qualitative analysis of each included study is required.

Strengths & limitations

Strengths
  • Reveals hidden intellectual structure, subfield clusters, and bridging works that a topical inventory cannot surface.
  • Scales to large bodies of literature (thousands of records) that would be impractical to synthesise study-by-study.
  • Produces visual outputs (network maps) that communicate field structure intuitively to both specialist and non-specialist audiences.
  • Identifies research gaps and emerging frontiers by locating sparse or peripheral areas of the network.
  • Reproducible and transparent when combined with a registered protocol and open data export.
Limitations
  • Coverage depends on the databases used; literature absent from Web of Science or Scopus (grey literature, non-English sources) will be underrepresented in the network.
  • Network metrics (centrality, clustering) describe structural prominence, not methodological quality; highly cited papers are not necessarily correct or representative.
  • Does not synthesise the content of individual studies in depth — it maps rather than appraises evidence.
  • Community detection outcomes can vary with algorithm choice and resolution parameter settings, introducing analytical subjectivity.

Frequently asked

How is a network-based mapping review different from a plain mapping review?

A plain mapping review catalogues studies by topic, population, intervention, or outcome category and presents findings in tabular or narrative form. A network-based variant adds a relational layer: it constructs a citation, co-authorship, or co-word network and uses community detection to reveal which papers, authors, or themes cluster together structurally. The result shows not just what exists but how the evidence base is organised internally.

Which network type should I choose — citation, co-authorship, or co-word?

Each reveals a different facet of the field. Citation and co-citation networks show intellectual lineage and shared theoretical foundations. Bibliographic coupling networks reveal papers that draw on similar bodies of prior work, making them useful for grouping current research directions. Co-authorship networks map collaboration structures. Co-word and keyword co-occurrence networks map conceptual proximity. Most network-based mapping reviews construct at least two types and compare them to obtain a richer picture.

How many records do I need to make the network analysis meaningful?

As a practical threshold, at least 100 records are needed to produce a network with interpretable cluster structure. Networks built from fewer than 100 documents tend to produce trivially few or poorly differentiated clusters. For robust field mapping, 500 or more records are ideal. If your literature is small, a scoping review with a traditional thematic synthesis is more appropriate.

Do I need to appraise the quality of included studies?

Not in the same way as a systematic review. The purpose of a mapping review is breadth — to chart what exists — rather than to synthesise effect estimates from high-quality studies alone. Quality appraisal is therefore typically not performed, though the review should acknowledge that network prominence (high citation counts) does not equal methodological quality. If effectiveness conclusions are needed, the map should feed into a subsequent targeted systematic review.

What software should I use for network construction and visualisation?

VOSviewer is the most widely used tool for bibliometric network visualisation and requires no programming. The R bibliometrix package offers greater analytical flexibility and reproducibility. Gephi provides more advanced network visualisation and layout options but has a steeper learning curve. CiteSpace is popular in certain disciplines (information science, environmental science) for temporal co-citation analysis. All are free and actively maintained.

Sources

  1. Petticrew, M., & Roberts, H. (2006). Systematic Reviews in the Social Sciences: A Practical Guide. Blackwell Publishing. ISBN: 978-1405121101
  2. van Eck, N. J., & Waltman, L. (2010). Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics, 84(2), 523-538. DOI: 10.1007/s11192-009-0146-3 ↗

How to cite this page

ScholarGate. (2026, June 3). Network-based Mapping Review. ScholarGate. https://scholargate.app/en/scientometrics/network-based-mapping-review

Related methods

Bibliographic CouplingBibliometric AnalysisCo-Citation AnalysisMapping ReviewScience MappingScoping Review

Which method?

Set this method beside its closest kin and read them side by side — the library lays the books on the table; the choice is yours.

  • Bibliographic CouplingBibliometrics↔ compare
  • Bibliometric AnalysisScientometrics↔ compare
  • Co-Citation AnalysisBibliometrics↔ compare
  • Mapping ReviewScientometrics↔ compare
  • Science MappingBibliometrics↔ compare
  • Scoping ReviewScientometrics↔ compare
Compare side by side →

Similar methods

Network-based Scientometric analysisMapping Reviewbibliometrix-assisted mapping reviewField-mapping Scientometric AnalysisNetwork-based Co-citation AnalysisVOSviewer-assisted systematic literature reviewVOSviewer-assisted science mappingVOSviewer-assisted scoping review

Related reference concepts

Scoping ReviewSystematic Review and Evidence SynthesisEvidence SynthesisEvidence SynthesisSystematic ReviewSystematic Review and Meta-Analysis

Spotted an issue on this page? Report or suggest a fix →

ScholarGate — Network-based Mapping review (Network-based Mapping Review). Retrieved 2026-07-21 from https://scholargate.app/en/scientometrics/network-based-mapping-review · Dataset: https://doi.org/10.5281/zenodo.20539026
Quick facts
Originator
Petticrew & Roberts (mapping review); network overlay adopted from bibliometric network analysis tradition
Year
2000s–2010s
Type
Evidence synthesis method with network analysis overlay
DataType
Bibliographic records, citation data, co-authorship data
Subfamily
Review / evidence synthesis
Related methods
Bibliographic CouplingBibliometric AnalysisCo-Citation AnalysisMapping ReviewScience MappingScoping Review
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