MOFs, allowing us to gain statistical insights. Among metal nodes, metal halide motifs stood out for m * red and HER descriptors. In fact, recent studies point out that introducing metal halide motifs in MOFs can enhance the carrier transport properties and promote light-driven HER. Mn and Zn also correlate with improved band alignment for HER. Regarding the charge separation descriptor (Λ), Ba, Co, and Nd stood out. Recent studies on a Ba-MOF reported LMCT bands with increased exciton radiative lifetimes. 59 Also, a Nd-MOF is reported to have an improved charge transfer rate when compared to its Fe analogue. 60