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Engineering Social Networks: How Initial Group Assignment Shapes Student Social Interactions

Johanna Einsiedler, Nikolaj Arpe Harmon, David Dreyer Lassen, Andreas Bjerre-Nielsen

arXiv 20 Jul 2026 · Econometrics

arXiv:2607.17926 · PDF · Extracted main text

Abstract

A large literature uses exogenous variation to estimate how assignment to classrooms or other groups shapes social networks. Yet most of these analyses remain dyadic, treating each link in isolation, even though ties often form through triadic closure, as a friend of a friend also becomes a friend. Using fine-grained data on phone calls, text messages, physical co-location, and social-media ties, we estimate the network formation effects of randomly assigning first-year university students to classrooms and to smaller social groups. To analyze explicitly whether group assignment interact with triadic closure, we use our random assignment to estimate a subgraph generated model of network formation. Accounting for triadic closure turns out to be crucial. For social groups in particular, group assignment affects network formation almost entirely by inducing additional triadic closure. Estimates ignoring triadic closure can thus yield misleading predictions about the network effects and benefits of group assignment policies.

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appendix boundary found by appendix_command · 65% of the source is main text. Read the extracted text to check this.

Most heavily cited references

The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.

ReferenceIntensityMentionsSectionsMain text
1Chandrasekhar, Arun G and Matthew O Jackson (2025) A network formation model based on subgraphs0.73732100%
2Sapiezynski, Piotr, Arkadiusz Stopczynski, David Dreyer Lassen, and… (2019) Interaction data from the Copenhagen Networks Study self0.73732100%
3Sacerdote, Bruce (2001) Peer Effects with Random Assignment: Results for Dartmouth Roommates*0.64441100%
4Borusyak, Kirill and Peter Hull (2023) Nonrandom Exposure to Exogenous Shocks0.6443267%
5Stopczynski, Arkadiusz, Vedran Sekara, Piotr Sapiezynski, Andrea Cut… (2014) Measuring large-scale social networks with high resolution0.64422100%
6Samii, Cyrus (2015) Cluster-Robust Variance Estimation for Dyadic Data, Artwork Size: 3670, 4784, 1699, 17157, 1005, 2546, 3749751, 5192296, 806, 47…0.5112250%
7Feld, Scott L (1981) The Focused Organization of Social Ties0.51121100%
8Graham, Bryan S., Geert Ridder, Petra Thiemann, and Gema Zamarro (2020) Teacher-to-Classroom Assignment and Student Achievement0.51121100%
9McPherson, Miller, Lynn Smith-Lovin, and James M Cook (2001) Birds of a Feather: Homophily in Social Networks0.51121100%
10Algan, Yann, Nicolo Dalvit, Quoc-Anh Do, Alexis Le Chapelain, and Yv… (2023) Friendship Networks and Political Opinions: A Natural Experiment among Future French Politicians0.40511100%

Showing the top 10 of 46 scored citations.