“…This study reports that the long‐term evolution of the depositional environment has been recorded in the multielemental geochemistry of pelagic clay and multivariate statistical techniques can serve as a promising tool for systematically deriving information from apparently uniform/massive clay facies. For seafloor mineral resource explorations, high‐dimensional geochemical data of pelagic clay enriched in REE called “REE‐rich mud” (Kato et al., 2011; Nakamura et al., 2015) and its constituents have been reported from oceans in recent years (Bi et al., 2021; Deng et al., 2022; Liao, Sun, Li, et al., 2019; Liao, Sun, Wu, et al., 2019; Liao et al., 2022; Menendez et al., 2017; Ren et al., 2022; Sa et al., 2018; Zhang et al., 2017; T. Zhou et al., 2020, 2021). The application of systematic statistical approaches to such a new, unexplored data stack of pelagic clay would provide incredible information on the geological history and/or critical metal‐ore genesis in the pelagic realm dominated by barren clay facies.…”