“…4 This research focuses on government service outsourcing, including the last three forms of contracting practices. Despite concerns about their accuracy and reliability (Lamothe et al, 2018), the data from the ICMA's ASD surveys constitute “possibly the strongest large sample study of governments’ service production practices” (Brown & Potoski, 2003a, p. 449) and have been widely used in previous studies (e.g., Brown & Potoski, 2003a, 2003b; Feiock & Jang, 2009; Fernandez et al, 2007; Fernandez et al, 2008; Girth et al, 2012; Hefetz & Warner, 2004, p. 2012; Hefetz et al, 2012; Lamothe & Lamothe, 2016; Wei et al, 2022). The ASD surveys in 1997, 2002–2003, 2007, and 2012 received responses from 1,586, 1,283, 1,599, and 2,184 municipalities or counties, representing response rates of 32%, 23.9%, 26.2%, and 21%, respectively.…”