“…Depending on the different functions used (e.g., profit, cost), different efficiency variants might be favored (e.g., X-efficiency, cost efficiency, total factor productivity) (Doucouliagos and Hone, 2000;Hailu et al, 2007). Not unexpectedly, efficiency appraisal is rather popular in empirical co-op studies (e.g., Boyle, 2004;Caputo and Lynch, 1993;Guzmán et al, 2009;Huang et al, 2013;Sexton et al, 1989;Sueyoshi et al, 1998), while quite a few compare the efficiency of co-ops with that of IOFs in the same sector (e.g., Akridge and Hertel, 1992; Barros and Santos, 2007;Chapman and Christy, 1989;Dios-Palomares et al, 2013;Maietta and Sena, 2010;Singh et al, 2001). Except for the various efficiency alternatives, in this sub-category, we also included other efficiency-related metrics commonly used in production or agricultural economics, such as scale and scope elasticities (Schroeder, 1992) or the comparative cost index (Sueyoshi et al, 1998).…”