An illustrated tutorial on mixed-method social network analysis of embedded network agency

Abstract This paper presents an illustrated tutorial for conducting an embedded Mixed-Method Social Network Analysis (MMSNA) to examine the dynamic interplay between human agency and social networks. We draw on an empirical study in education that investigated how teachers enact relational agency within their school networks to support the integration of migrant students. We propose a replicable method and stepwise procedure for designing, implementing and evaluating an embedded MMSNA. While the potential of MMSNA has long been recognized across disciplines, its purpose and operationalization are often underexplained. We illustrate how MMSNA can be used to analyze both network structures and the agency of actors embedded within them, in alignment with specific research objectives and theoretical perspectives.

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Publication Details

Journal
Network Science
Published
2026-01-01
DOI
https://doi.org/10.1017/nws.2026.10024
Primary Topic
Innovative Teaching and Learning Methods
Type
article
Field-Weighted Citation Impact
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article

An illustrated tutorial on mixed-method social network analysis of embedded network agency

Gil Viry, Thibault Coppe, Nataša Pantić
Network Science
Innovative Teaching and Learning Methods
article

An illustrated tutorial on mixed-method social network analysis of embedded network agency

Gil Viry, Thibault Coppe, Nataša Pantić
article en

Abstract

Abstract This paper presents an illustrated tutorial for conducting an embedded Mixed-Method Social Network Analysis (MMSNA) to examine the dynamic interplay between human agency and social networks. We draw on an empirical study in education that investigated how teachers enact relational agency within their school networks to support the integration of migrant students. We propose a replicable method and stepwise procedure for designing, implementing and evaluating an embedded MMSNA. While the potential of MMSNA has long been recognized across disciplines, its purpose and operationalization are often underexplained. We illustrate how MMSNA can be used to analyze both network structures and the agency of actors embedded within them, in alignment with specific research objectives and theoretical perspectives.

Network ScienceVol. 14
Université Libre de Bruxelles (BE), University of Helsinki (FI), University of Edinburgh (GB)
Reduced inequalities
Openalex Percentile: Top 9%
Innovative Teaching and Learning Methods
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An illustrated tutorial on mixed-method social network analysis of embedded network agency — Gil Viry, Thibault Coppe, et al. · Network Science (2026) | TGRS Research Map | TGRS