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analyst has 1 distinct synonym spread across 1 of its 3 senses. Each sense below keeps its own list, because a synonym belongs to a meaning and not to a word: swapping one sense's substitute into another sense's sentence is how a thesaurus makes writing worse. WordNet records no antonym for it — antonymy is a relation between word forms rather than concepts, so it is deliberately sparse.
Counts are distinct word forms across every sense. A synonym that appears under three senses is counted once here and shown three times below, under each sense it belongs to.
someone who is skilled at analyzing data
an expert who studies financial data (on credit or securities or sales or financial patterns etc.) and recommends appropriate business actions
Synonyms, antonyms and the broader and narrower relations for analyst come from Princeton University’s WordNet. Full sources and licences.