“…The causes and consequences of major choice have been active in the literature in recent years; see Altonji, Arcidiacono, and Maurel (2016) for a recent summary of research in these fields. Recent work on major choice can be categorized into three distinct identification strategies: structural/discrete choice modeling (Arcidiacono, 2004;Arcidiacono, Hotz, and Kang, 2012), selection on detailed observable characteristics (Walker and Zhu, 2011;Webber, 2014Webber, , 2016, and identification based on cutoff rules for admission into certain majors (Hastings, Neilson, and Zimmerman, 2013;Kirkebøen, Leuven, and Mogstad, 2016;Andrews, Imberman, and Lovenheim, 2017). While each methodology has a unique set of benefits and drawbacks, there is remarkable consistency across approaches of large differences in the returns to various majors.…”