“…We decided to include five network effects recommended from prior network studies (Ripley et al, 2018): Outdegree, reciprocity, GWESP-FF, transitive triplets, and the interaction between reciprocity and transitive triplets (Block, 2015). Network effects were included (a) because their exclusion, when estimating friendship changes, leads to biases in effect estimates (Snijders et al, 2007; these network interdependencies are explained in detail in the Result section "Selection and Extraversion") and (b) because a series of prior studies on friendship networks showed that, when modeling friendship network changes, these effects significantly explain friendship network changes and, therefore, represent important confounding effects (e.g., Block & Grund, 2014;DeLay, Ha, Van Ryzin, Winter, & Dishion, 2016;Van de Bunt et al, 1999;Van Zalk et al, 2010;Van Zalk et al, 2014;Veenstra et al, 2013). We refer to the Result section for specific interpretations of each effect and the model fit section for how we assessed their model fit to the data.…”