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Is a linguistics-to-computational-linguistics master's worth it? This article analyzes career paths in computational linguistics in the AI era, the competitive advantages of a hybrid background, and practical advice for transitioning from humanities to NLP.

How can linguistics or translation majors transition into NLP engineering? This article compares three pathways and offers a phased strategy covering core skills, project building, and job hunting tips.