“…Prior studies document that the choice of different covenant types is driven by a cost-benefit analysis of how covenant mechanisms lower agency costs (e.g., Dichev and Skinner [2002], Christensen and Nikolaev [2012], Ball, Li, and Shivakumar [2015], Dey, Nikolaev, and Wang [2016]). Also, the design of covenant packages and their specifications is shown to be affected by the quality and reliability of the underlying accounting information (e.g., Demerjian [2011], Brown [2016], Demerjian, Donovan, and Larson [2016]) as well as by loan-and borrower-specific characteristics (e.g., Beatty, Ramesh, and Weber [2002], Beatty, Weber, and Yu [2008], Li [2010], Costello and Wittenberg-Moerman [2011], Li [2016], Dyreng, Vashishtha, and Weber [2017]). We provide evidence consistent with efficient contracting by showing that covenant specifications vary across different types of lenders.…”