“…In this article, we add to the literature about the effects of teachers' unions on school district administration by using a longitudinal dataset from California school districts to estimate the relationship between CBAs and district efficiency over time. We bring to bear a measure of CBA or contract restrictiveness that has been broadly used in the education literature, in which we define contract restrictiveness as the extent to which the CBAs negotiated between teachers' unions and their school district counterparts impose restrictions on administrators in the management of day-to-day school operations (e.g., Goldhaber et al, 2013;Marianno et al, 2018;Marianno & Strunk, 2018b;Strunk et al, 2018Strunk & Grissom, 2010;Strunk & Reardon, 2010). Our measure of contract restrictiveness relies on a partial independence item response model that estimates the restrictiveness of approximately 500 California school district CBAs in place during the 2005-2006, 2008-2009, 2011-2012, and 2014-2015 school years.…”