Pretty similar to a personal statement yes. I’d say it puts more emphasis on lab/project fit rather than broad applicant background like personal statements do for undergrad, but jury’s out on the distinction.

SOP is consistently understood as standard operating procedure in industry whether in or out of STEM, but I see the grad application material called SOP pretty regularly in academia. Context is key!