“…We, thus, fill a gap in the literature and apply for the first time a productivity growth decomposition to Japanese banks, where problem loans' impact would be revealed. 1 Previous literature has considered nonperforming loans as uncontrollable inputs or undesirable outputs in the banking production process (Assaf, Matousek, & Tsionas, 2013;Barros et al, 2012;Drake & Hall, 2003;Fukuyama & Weber, 2008;Glass, McKillop, Quinn, & Wilson, 2014;Hughes & Mester, 2010;Mamatzakis, Matousek, & Vu, 2016;Mamatzakis and Vu 2018;Mamatzakis and Tsionas 2017). We follow Drake and Hall (2003) and Hughes and Mester (2010) to treat bankrupt and restructured loans as uncontrollable inputs in our productivity decomposition.…”