
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

O*NET work activities describe what people actually do. Here's how to use them in exposure scoring.
Rovaryn Digital · June 17, 2026 · 6 min read

Not every task matters equally. Here's how O*NET importance ratings work and why they belong in your exposure calculation.
Rovaryn Digital · June 16, 2026 · 7 min read

Crosswalks connect job classifications across systems. Here's how to use one to keep your exposure mapping consistent.
Rovaryn Digital · June 15, 2026 · 7 min read

Finding the correct SOC code for a messy internal title is the first step in any exposure analysis. Here's a repeatable method.
Rovaryn Digital · June 14, 2026 · 7 min read

O*NET is the public occupational database behind credible exposure analysis. Here's what it contains and how it's structured.
Rovaryn Digital · June 13, 2026 · 8 min read

An exposure score is only useful if it leads somewhere. Here's how to translate findings into redeployment options grounded in O*NET.
Rovaryn Digital · June 11, 2026 · 11 min read
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