What the database found once it was full: 18,436 open postings read from 590 company career pages. Nearly two thirds of what boards file under “marketing” is sales; a B2B company that says marketing means sales, a B2C company means marketing; and every profession next door is exactly as narrow. The problem is the label, not the candidate.
Aug 2026 · Original research
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