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
Blog
AI Workforce Planning — Guides for HR Strategy Teams
O*NET methodology explainers, board-reporting frameworks, and workforce AI readiness guides.
Board & Executive Reporting
How to Present an AI Workforce Strategy to the Board
Boards want a company-specific answer they can trust. Here's how to present exposure findings that survive a CFO's follow-up questions.
Rovaryn Digital · June 12, 2026 · 12 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
AI Exposure by Occupation: What It Measures and What It Doesn't
Exposure scoring tells you where AI touches the tasks inside a role — not who will be replaced. Here's how to read it correctly.
Rovaryn Digital · June 8, 2026 · 11 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