
O*NET & Exposure Methodology
Fuzzy Matching Job Titles to Standardized Occupations
Real title lists are messy. Here's how fuzzy matching helps — and why every match still needs human confirmation.
Rovaryn Digital · June 18, 2026 · 7 min read
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AI workforce planning guides for HR strategy teams.

Real title lists are messy. Here's how fuzzy matching helps — and why every match still needs human confirmation.
Rovaryn Digital · June 18, 2026 · 7 min read
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