Name generators in egocentric network research: a comparative analysis of three approaches

Miguel A. González-Casado, Alejandro Cruzado Rey, Miroslav Pulgar Corrotea, Christopher McCarty, Jose Luis Molina and Angel Sánchez

No kumcj_v1, SocArXiv from Center for Open Science

Abstract: This article presents an analysis of the impact of the number of alters elicited in an ego network on the structural properties of those networks. There continues to be debate about the pros and cons of eliciting a fixed number of alters for each respondent versus allowing the respondent to list as many or few alters as they would like. This article explores a random assignment of respondents to three treatment groups – 1) a fixed number of alters set at 30, 2) a variable number of alters up to 45, and 3) a variable number of alters up to 45 with a 20 alter minimum. The results indicate that, from a non-structural perspective, all levels of emotional proximity, interaction contexts, genders, and ages are consistently sampled across the three name generators. At the structural level, the behavior of individual metrics is also largely similar. However, the most significant differences arise in the collective behavior of structural metrics—specifically, in their correlation structure, the amount of redundant information each variable provides, and the diversity and interpretability of the observed structural variability. When a name generator constrains network size, it reduces the sparsity of the correlation matrix, effectively decreasing the number of independent global variables needed to describe network structure and making these global variables less interpretable. In other words, networks constructed with a name generator that limits size tend to be more similar to each other, exhibiting less structural diversity and yielding differences that are harder to interpret. However, we discuss how these differences may simply be mathematical artifacts, without necessarily implying a clear advantage in choosing one name generator over another.

Date: 2025-02-15
New Economics Papers: this item is included in nep-net
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Persistent link: https://EconPapers.repec.org/RePEc:osf:socarx:kumcj_v1

DOI: 10.31219/osf.io/kumcj_v1

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