According to Merriam-Webster.com, criteria is indeed plural and criterion is singular. The dictionary definition is "a standard on which a judgement or decision may be made"; it's often used synonymously with "requirement(s)", as in "if you don't meet the criteria you won't be allowed in" or "I have one all-important criterion by which I judge potential plumbing contractors: is their shirt ... More @Wikipedia
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