Career Transition Engine
Enter your role to see its transformation trajectory, resilient adjacent occupations, the skills that compound, and transition difficulty.
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Task-transformation scenarios grounded in published AI-exposure frameworks — model outputs, not predictions of job loss or guaranteed pay.
Current OFI
2.6
transformation pressure
Projected OFI 2035
1.7
with augmentation
Salary range
$43,113–92,385
median $61,590
Outlook
See below
This role is comparatively insulated; augmentation skills still raise productivity and pay.
Your role's task trajectory
Skill gaps to build
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AI orchestration
Designing and supervising AI/agent workflows for your domain.
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Domain-specific data fluency
Turning proprietary context into an advantage AI can amplify.
Resilient adjacent roles
| Role | OFI | Human share | Median wage | Difficulty | Demand |
|---|---|---|---|---|---|
| Plumbers, Pipefitters & Steamfitters Skilled Trades | 68% | $61,550 | Moderate | Rising | |
| Registered Nurses Healthcare | 45% | $86,070 | High | Rising | |
| Police & Sheriff's Patrol Officers Public Sector & Safety | 57% | $72,280 | High | Rising | |
| Social Workers Public Sector & Social Services | 50% | $58,380 | High | Rising |
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These are model outputs and scenarios, not forecasts of actual outcomes. This platform measures access to, utilization of, and leverage from cognitive infrastructure — not intelligence. No causality or certainty is claimed.