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O*NET & Exposure Methodology

Articles in the O*NET & Exposure Methodology category. (Stub added by factory upload --register-categories — replace before the next site deploy.)

O*NET & Exposure Methodology

How to Run an AI Workforce Readiness Assessment

A repeatable method for running a company-specific AI workforce readiness assessment, from role inventory to a board-ready output.

Rovaryn Digital · October 16, 2026 · 9 min read

O*NET & Exposure Methodology

Importance-Weighted Task Exposure Scoring

A simple average of task scores misleads. Here's why importance weighting matters and how to apply it.

Rovaryn Digital · June 21, 2026 · 6 min read

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

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

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