Johanna Einsiedler, Nikolaj Arpe Harmon, David Dreyer Lassen, Andreas Bjerre-Nielsen
arXiv 20 Jul 2026 · Econometrics
arXiv:2607.17926 · PDF · Extracted main text
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.
appendix boundary found by appendix_command · 65% of the source is main text. Read the extracted text to check this.
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.
| Reference | Intensity | Mentions | Sections | Main text | |
|---|---|---|---|---|---|
| 1 | Chandrasekhar, Arun G and Matthew O Jackson (2025) A network formation model based on subgraphs | 0.737 | 3 | 2 | 100% |
| 2 | Sapiezynski, Piotr, Arkadiusz Stopczynski, David Dreyer Lassen, and… (2019) Interaction data from the Copenhagen Networks Study self | 0.737 | 3 | 2 | 100% |
| 3 | Sacerdote, Bruce (2001) Peer Effects with Random Assignment: Results for Dartmouth Roommates* | 0.644 | 4 | 1 | 100% |
| 4 | Borusyak, Kirill and Peter Hull (2023) Nonrandom Exposure to Exogenous Shocks | 0.644 | 3 | 2 | 67% |
| 5 | Stopczynski, Arkadiusz, Vedran Sekara, Piotr Sapiezynski, Andrea Cut… (2014) Measuring large-scale social networks with high resolution | 0.644 | 2 | 2 | 100% |
| 6 | Samii, Cyrus (2015) Cluster-Robust Variance Estimation for Dyadic Data, Artwork Size: 3670, 4784, 1699, 17157, 1005, 2546, 3749751, 5192296, 806, 47… | 0.511 | 2 | 2 | 50% |
| 7 | Feld, Scott L (1981) The Focused Organization of Social Ties | 0.511 | 2 | 1 | 100% |
| 8 | Graham, Bryan S., Geert Ridder, Petra Thiemann, and Gema Zamarro (2020) Teacher-to-Classroom Assignment and Student Achievement | 0.511 | 2 | 1 | 100% |
| 9 | McPherson, Miller, Lynn Smith-Lovin, and James M Cook (2001) Birds of a Feather: Homophily in Social Networks | 0.511 | 2 | 1 | 100% |
| 10 | Algan, Yann, Nicolo Dalvit, Quoc-Anh Do, Alexis Le Chapelain, and Yv… (2023) Friendship Networks and Political Opinions: A Natural Experiment among Future French Politicians | 0.405 | 1 | 1 | 100% |
Showing the top 10 of 46 scored citations.