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
Blog
Tagged: o*net
AI workforce planning guides for HR strategy teams.
O*NET & Exposure Methodology
The O*NET Work Activities List: A Guide for HR Analysts
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
O*NET & Exposure Methodology
O*NET Task Importance Ratings Explained
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
O*NET & Exposure Methodology
Using a SOC Code Crosswalk Tool for Workforce Analysis
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
O*NET & Exposure Methodology
O*NET SOC Code Lookup by Job Title: A Practical Method
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 & Exposure Methodology
What Is O*NET and How Does It Work?
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
Redeployment & Reskilling
Workforce Redeployment: Turning Exposure Findings into Action
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
O*NET & Exposure Methodology
How to Map Job Titles to O*NET Occupations
Your job titles rarely match O*NET's exactly. Here's how to map them accurately, with confidence scoring and manual confirmation.
Rovaryn Digital · June 10, 2026 · 11 min read
O*NET & Exposure Methodology
Task-Based AI Exposure: Why You Score Tasks, Not Whole Jobs
Whole jobs aren't automated — tasks are. Here's the task-level methodology behind a defensible exposure score.
Rovaryn Digital · June 9, 2026 · 12 min read
AI Workforce Exposure & Risk
The Complete Guide to Company-Specific AI Workforce Exposure
How mid-market HR teams can produce a company-specific, task-level AI exposure picture that stands up in the boardroom — without a six-figure consulting engagement.
Rovaryn Digital · June 7, 2026 · 14 min read