“…Our work contributes most directly to the empirical literature on peer effects in investment decisions, some observational (e.g., Hong, Kubik, andStein (2004, 2005), Ivkovic and Weisbenner (2007), Brown, Ivkovic, Smith, and Weisbenner (2008), Li (2009), andBanerjee, Chandrasekhar, Duflo, andJackson (2011)), some experimental (e.g., Duflo and Saez (2003), Beshears, Choi, Laibson, Madrian, and Milkman (2011)). Our paper goes beyond the existing literature by using experimental variation to separately identify the causal roles of different channels of peer effects.…”