O*NET & Exposure Methodology
Building a Transparent AI Exposure Rubric
If you can't explain how you got the number, it won't survive the boardroom. Here's how to build a transparent rubric.
Rovaryn Digital · June 20, 2026 · 7 min read
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AI Workforce Planning — Guides for HR Strategy Teams
O*NET methodology explainers, board-reporting frameworks, and workforce AI readiness guides.
O*NET & Exposure Methodology
The Four-Dimension Task Exposure Framework
A defensible exposure score needs a transparent rubric. Here are the four dimensions and how to apply them consistently.
Rovaryn Digital · June 19, 2026 · 7 min read
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
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