“…In addition to the above inputs and outputs, regulatory, geographic, climatic, and other conditions may all affect the performance of grid utilities (Growitsch et al, 2012), consequently, we incorporate another dummy variable as well as some weather and geographic variables into the following analysis. The dummy variable, denoted as unbundling 1 d , may measure the impact of the unbundling policy on the grid companies (Çelen, 2013;Filippini and Wetzel, 2014). The policy was implemented in 2002, and most provincial grid companies had finished the reform by the end of 2003, so we set the dummy variable as 1 for all companies after 2004 and 0 otherwise.…”