Alumna is usually used of a man in the singular (although occasionally is used of a woman in the singular as well) but often may be found describing men and women in the plural. When used in a more figurative sense (“a person who is a former member, employee, contributor, or inmate”) alumnus and alumni tend to be less gendered. More @Wikipedia
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