Macro Research & Context
The Goldman Sachs AI Jobs Report, Interpreted for HR
Goldman's numbers make headlines and board slides — but they're macro estimates. Here's how to use them responsibly.
Rovaryn Digital · July 4, 2026 · 7 min read
Blog
AI Workforce Planning — Guides for HR Strategy Teams
O*NET methodology explainers, board-reporting frameworks, and workforce AI readiness guides.
Macro Research & Context
The McKinsey AI Workforce Report: What HR Leaders Should Take From It
McKinsey's research sets board-level context — but it can't tell you about your 400-person firm. Here's how to use it and where it stops.
Rovaryn Digital · July 3, 2026 · 7 min read
Macro Research & Context
Which Jobs Are Most Exposed to AI?
Some occupations show consistently higher exposure. Here's the pattern — and why your own role list still needs its own analysis.
Rovaryn Digital · July 2, 2026 · 9 min read
AI Workforce Exposure & Risk
AI Exposure: White-Collar vs Blue-Collar Work
The old automation story targeted blue-collar work; generative AI shifts exposure toward cognitive-routine white-collar tasks. Here's the picture.
Rovaryn Digital · July 1, 2026 · 7 min read
AI Workforce Exposure & Risk
AI Won't Take Your Job — But It Will Reshape It
The reshaping story is more accurate and more useful than the replacement story. Here's how to plan around it.
Rovaryn Digital · June 30, 2026 · 9 min read
AI Workforce Exposure & Risk
Which Jobs Will AI Augment vs Reshape?
The 'augment or replace' question is better answered at the task level. Here's a defensible framework.
Rovaryn Digital · June 29, 2026 · 7 min read
AI Workforce Exposure & Risk
AI Augmentation vs Automation of Jobs
Most exposed work is augmented, not automated. Here's the distinction and why it changes your planning.
Rovaryn Digital · June 28, 2026 · 9 min read