“…The “genesis potential index” (GPI) proposed by Emanuel and Nolan (2004) (hereafter, ENGPI) is a popular metric used to examine the environmental factors responsible for TC activity change associated with climate variability of various timescales, including MJO (e.g., Camargo et al ., 2009; Zhao et al ., 2019), ENSO (e.g., Camargo et al ., 2007; Tsuboi and Takemi, 2014) and global warming (e.g., Murakami et al ., 2011; Tsou et al ., 2016). However, some recent studies noted that the performance of the original ENGPI, as well as its several revised versions, in representing the long‐term TC variability is highly basin‐dependent, with a much poorer performance in the WNP compared to the North Atlantic (Yu et al ., 2018; Hsiao et al ., 2020). Therefore, a modification of ENGPI is required before it can be applied to the SCS.…”